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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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:32:45.749Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
<|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": "2025-03-26T00:32:45.749Z", // 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>
|
2025-03-26T00:32:45.749Z
|
input
|
xxxx
|
rule
|
2025-03-26T00:32:45.749Z
|
input
|
xxxx
|
train
| 500 |
2025-03-26T00:32:45.749Z
|
input
|
xxxx
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
<|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": "2025-03-26T00:32:45.749Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:33:09.291Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
<|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": "2025-03-26T00:33:09.291Z", // 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>
|
2025-03-26T00:33:09.291Z
|
input
|
xxxx
|
rule
|
2025-03-26T00:33:09.291Z
|
input
|
xxxx
|
train
| 501 |
2025-03-26T00:33:09.291Z
|
input
|
xxxx
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
<|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": "2025-03-26T00:33:09.291Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls\", \"asin\": \"B0798DVT68\", \"price\": \"$35.49\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Colgate Total Clean Mint Toothpaste, 10 Benefits, No Trade-Offs, Freshens Breath, Whitens Teeth and Provides Sensitivity Relief, Clean Mint Flavor, 4 Pack, 5.1 Oz Tubes\", \"asin\": \"B0BLWHGGTQ\", \"price\": \"$20.00\", \"quantity\": \"\"},\n{\"title\": \"Fresh Step Advanced Extreme Clumping Litter with Febreze Freshness with Mountain Spring Scent, Fights Odor on Contact, 37 lbs. (2 x 18.5 lb. Box)\", \"asin\": \"B07ZK3NSJQ\", \"price\": \"$33.59\", \"quantity\": \"\"},\n{\"title\": \"WaterWipes Plastic-Free Original-baby Wipes, 99.9% Water Based Wipes, Unscented & Hypoallergenic for Sensitive Skin, 60 Count (Pack of 9) Total 540 wipes, Packaging May Vary\", \"asin\": \"B008KJQMA0\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Laundry Detergent Packs, Free & Clear, 90 Loads (2 pouches, 45 Ct EA)\", \"asin\": \"B01G351TPA\", \"price\": \"$27.94\", \"quantity\": \"\"},\n{\"title\": \"Softsoap Antibacterial Liquid Hand Soap, White Tea & Berry Scent Hand Soap, 11.25 Ounce, 6 Pack\", \"asin\": \"B0716CKCL4\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 oz\", \"asin\": \"B07FVX9Z9H\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 34 Count, Pack of 4 (136 Total Bags)\", \"asin\": \"B07Q1DBLX9\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"B09F8FZ18G\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Spindrift Mocktail Variety Pack Can 12 Ounce (Pack of 24)\", \"asin\": \"B0DR9J6BL7\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"Save Trees Bamboo Toilet Paper -80 Rolls Of Septic Safe Organic Toilet Paper - 3-ply, 300 Sheets Per Roll - PFAs Free, FSC Certified, Plastic & Chemical Free -For Home, Boat& RV Use\", \"asin\": \"B0C6R8B9QM\", \"price\": \"$105.99\", \"quantity\": \"\"},\n{\"title\": \"Tork Toilet Paper Roll White T34, Universal, 1-ply, 48 x 1232 sheets, 240123\", \"asin\": \"B079TKF9KQ\", \"price\": \"$98.99\", \"quantity\": \"\"},\n{\"title\": \"Tork Toilet Paper Roll White T34, Premium, 2-ply, 48 x 625 sheets, 246325\", \"asin\": \"B079TJD143\", \"price\": \"$100.49\", \"quantity\": \"\"},\n{\"title\": \"Reel Premium Toilet Paper - 24 Rolls of Toilet Paper - 3-Ply Made From Tree-Free - Zero Plastic Packaging, Septic Safe\", \"asin\": \"B088T79ZCS\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Tork Advanced Bath Tissue Roll White T24, 2-Ply, 96 rolls x 176 sheets/roll, 240150\", \"asin\": \"B0B25BS8K9\", \"price\": \"$59.18\", \"quantity\": \"\"},\n{\"title\": \"Bumboo Bamboo Toilet Roll 24 Pack | Unbleached Toilet Paper 3 ply, 300 Sheets | Eco Toilet Rolls | Plastic-Free, Soft, Strong & Sustainable Toilet Tissue\", \"asin\": \"B09Q93B1WG\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Bonterra Responsibly Sourced 3-Ply Toilet Paper, Soft, Strong, and Plastic-Free, 4 packs of 6 Large Rolls = 24 Large Rolls\", \"asin\": \"B0CZBDMN2C\", \"price\": \"$40.68\", \"quantity\": \"\"},\n{\"title\": \"Brushed Nickel Bathroom Faucet, OMEKNTOP 8 Inch Bathroom Faucet 3 Hole with 360\\u00b0 Swivel Gooseneck and cUPC Hose, Two Handle Bathroom Sink Faucet for Basin Lavatory Vanity\", \"asin\": \"B0D25VD62L\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Boardwalk B6145 2-Ply Standard Septic Safe 4 in. x 3 in. Toilet Tissue - White (96/Carton)\", \"asin\": \"B07HDCVFFP\", \"price\": \"$49.41\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)\", \"asin\": \"\", \"price\": \"$6.45\", \"quantity\": \"\"},\n{\"title\": \"Armor All Protectant, Glass and Cleaning Wipes, Wipes for Car Interior and Car Exterior, 30 Count Each (Pack of 3)\", \"asin\": \"\", \"price\": \"$12.73\", \"quantity\": \"\"},\n{\"title\": \"Scattered Minds: The Origins and Healing of Attention Deficit Disorder\", \"asin\": \"\", \"price\": \"$14.22\", \"quantity\": \"\"},\n{\"title\": \"War and Peace (Vintage Classics)\", \"asin\": \"\", \"price\": \"$15.33\", \"quantity\": \"\"},\n{\"title\": \"Anker MagGo Power Bank, Qi2 Certified 15W Fast MagSafe Compatible Mobile Charger, 10,000mAh Battery, Smart Display & Foldable Stand, for iPhone 15/14/13/12, Includes USB-C Cable\", \"asin\": \"\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"Armor All Car Wash Kit, Includes Car Wash Soap, Wash Mitt & Microfiber Towel (3 Piece Kit)\", \"asin\": \"\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Armor All Foam Action Car Wash Soap, Cleaning Concentrate for Cars, Trucks, and Motorcycles, 64 Fl Oz Bottles (Pack of 4)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Armor All Premier Car Care Kit, Includes Car Wax & Wash Kit, Glass Cleaner, Car Air Freshener, Tire & Wheel Cleaner (8 Piece Kit)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Armor All Car Cleaning Wash, All Purpose Car Wash Soap, 1 Gallon, 128 Fl Oz (Pack of 1)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Ply Flex-Sheets Paper Towels, 2 Basics Rolls = 5 Regular Rolls, Everyday Value with 150 Sheets per Roll\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"eufy Security Smart Lock E30, Fingerprint Keyless Entry Door Lock with Apple Home Ecosystem, Built-in Wi-Fi Deadbolt, Smart Door Lock for Front Door or Back, Supports Apple Home, Alexa, Google\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Tongjude Silicone Microwave Mat - 11.7\\\" x 11.7\\\" - Protect from Spill Overs, Non-Slip Silicone Trivet Mats, Hot Pot Holders, Jar Opener,Silicone Drying Mat, Dishwasher Safe\", \"asin\": \"\", \"price\": \"$5.45\", \"quantity\": \"\"},\n{\"title\": \"Silicone Microwave Mat 12 Inch, Non Stick Turntable Safe Baking Mat for Kitchen, Multi-Purpose Heat Resistant Oven Mat 2 Pack, BPA Free Microwave Splatter Cover (Red)\", \"asin\": \"\", \"price\": \"$7.98\", \"quantity\": \"\"},\n{\"title\": \"To encounter Silicone Microwave Mat - Round 12\\\" x 12\\\" - Set of 2 Heat Resistant Multifunctional Mat, Splatter Guard, Trivet, Hot Pad, Pot Holder\", \"asin\": \"\", \"price\": \"$7.76\", \"quantity\": \"\"},\n{\"title\": \"Multi-Purpose Silicone Original Microwave Mat | BPA Free, Food Grade Safe, Heat Resistant to 475\\u00b0F, Dishwasher Safe - Splatter Guard, Hot Pad, Pot Holder, Minimize Mess,12 Inch, 2PCS (red) (Red)\", \"asin\": \"\", \"price\": \"$9.33\", \"quantity\": \"\"},\n{\"title\": \"KooMall 12 10 8 Inch Multi-use Microwave Mat, Trivet, Pot Holders, Drying, Baking, Place Mat, Utensils Rest, Silicone Cover Pad for Hot Pot Pans Bowls Plates Dishes Kitchen Counter,Heat Resistant,Gray\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"BTaT Silicone Trivet Mats, 2 Pack - Black Round Silicone Trivets for Hot Pots, Pans & Dishes\", \"asin\": \"\", \"price\": \"$6.85\", \"quantity\": \"\"},\n{\"title\": \"Walfos 12 Inch Silicone Microwave Mat, Microwave Food Cover, Multi-Purpose Hot Pad, Silicone Trivet, Pot Holders for Kitchen, Non-Slip Heat Resistant Silicone Mat for Microwave, Oven, Hot Pot, Bowl\", \"asin\": \"\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Silicone Microwave Mats, 12\\\" Extra Large Multi-Use Microwave Mat Heat Resistant Silicone Trivet Mat Pot Holders Hot Pads for Kitchen, Silicone Cover Pad for Microwave Oven Hot Pot Pans, Black 2Pack\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"cusinine Silicone Microwave Mats, 2 Pack, Heat Resistant up to 570\\u00b0F, 10 inches (Light Grey)\", \"asin\": \"\", \"price\": \"$12.66\", \"quantity\": \"\"},\n{\"title\": \"TENOC Silicone Trivet Mats for Hot Pots & Pans, Heat Resistant Pot Holder, Non-Slip Hot Pads for Dishes & Cookware, Multipurpose Kitchen Table Teapot Coaster, 7.1 Inch, 1 Pcs, Black\", \"asin\": \"\", \"price\": \"$4.29\", \"quantity\": \"\"},\n{\"title\": \"Smithcraft Silicone Trivets Mats Big Round Silicon Pad for Hot Dishes and Hot Pots, Hot Pads for Countertops, Tables, Pot Holders, Spoon Rest Place Mats Set of 3 Color Dark Grey\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"4 Pcs Thick Multicolored Trivets for Hot Dishes, Non Slip Hot Pot Holders, Kitchen Heat Resistant Silicone Pad, Extra Thick, Large.\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Biytyc 8 10 12 Inch Microwave mat, Trivet, Multi-Purpose Hot Pad,Pot Holder,Baking,Drying, Silicone mats for Microwave,Dishwasher Safe - Splatter Guard, Set of 3,Grey,Blue\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"GUYDREMAT 12-Inch Silicone Baking Round Mats Set of 2 - Non-Stick, Heatproof Up to 480\\u00b0F, Flexible for Large Pizza, Cakes, Pastries, Bread, Stackable Storage, Fits Toaster Ovens\", \"asin\": \"\", \"price\": \"$9.49\", \"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\": \"2025-03-26T00:33:14.167Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}],
"promotion_items": [{"title": "Colgate Total Clean Mint Toothpaste, 10 Benefits, No Trade-Offs, Freshens Breath, Whitens Teeth and Provides Sensitivity Relief, Clean Mint Flavor, 4 Pack, 5.1 Oz Tubes", "asin": "B0BLWHGGTQ", "price": "$20.00", "quantity": ""},
{"title": "Fresh Step Advanced Extreme Clumping Litter with Febreze Freshness with Mountain Spring Scent, Fights Odor on Contact, 37 lbs. (2 x 18.5 lb. Box)", "asin": "B07ZK3NSJQ", "price": "$33.59", "quantity": ""},
{"title": "WaterWipes Plastic-Free Original-baby Wipes, 99.9% Water Based Wipes, Unscented & Hypoallergenic for Sensitive Skin, 60 Count (Pack of 9) Total 540 wipes, Packaging May Vary", "asin": "B008KJQMA0", "price": "$31.99", "quantity": ""},
{"title": "Seventh Generation Laundry Detergent Packs, Free & Clear, 90 Loads (2 pouches, 45 Ct EA)", "asin": "B01G351TPA", "price": "$27.94", "quantity": ""},
{"title": "Softsoap Antibacterial Liquid Hand Soap, White Tea & Berry Scent Hand Soap, 11.25 Ounce, 6 Pack", "asin": "B0716CKCL4", "price": "$14.88", "quantity": ""},
{"title": "Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 oz", "asin": "B07FVX9Z9H", "price": "$14.99", "quantity": ""},
{"title": "Ziploc Quart Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 34 Count, Pack of 4 (136 Total Bags)", "asin": "B07Q1DBLX9", "price": "$23.99", "quantity": ""},
{"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$11.99", "quantity": ""},
{"title": "Spindrift Mocktail Variety Pack Can 12 Ounce (Pack of 24)", "asin": "B0DR9J6BL7", "price": "$26.00", "quantity": ""},
{"title": "Save Trees Bamboo Toilet Paper -80 Rolls Of Septic Safe Organic Toilet Paper - 3-ply, 300 Sheets Per Roll - PFAs Free, FSC Certified, Plastic & Chemical Free -For Home, Boat& RV Use", "asin": "B0C6R8B9QM", "price": "$105.99", "quantity": ""},
{"title": "Tork Toilet Paper Roll White T34, Universal, 1-ply, 48 x 1232 sheets, 240123", "asin": "B079TKF9KQ", "price": "$98.99", "quantity": ""},
{"title": "Tork Toilet Paper Roll White T34, Premium, 2-ply, 48 x 625 sheets, 246325", "asin": "B079TJD143", "price": "$100.49", "quantity": ""},
{"title": "Reel Premium Toilet Paper - 24 Rolls of Toilet Paper - 3-Ply Made From Tree-Free - Zero Plastic Packaging, Septic Safe", "asin": "B088T79ZCS", "price": "$45.99", "quantity": ""},
{"title": "Tork Advanced Bath Tissue Roll White T24, 2-Ply, 96 rolls x 176 sheets/roll, 240150", "asin": "B0B25BS8K9", "price": "$59.18", "quantity": ""},
{"title": "Bumboo Bamboo Toilet Roll 24 Pack | Unbleached Toilet Paper 3 ply, 300 Sheets | Eco Toilet Rolls | Plastic-Free, Soft, Strong & Sustainable Toilet Tissue", "asin": "B09Q93B1WG", "price": "$40.00", "quantity": ""},
{"title": "Bonterra Responsibly Sourced 3-Ply Toilet Paper, Soft, Strong, and Plastic-Free, 4 packs of 6 Large Rolls = 24 Large Rolls", "asin": "B0CZBDMN2C", "price": "$40.68", "quantity": ""},
{"title": "Brushed Nickel Bathroom Faucet, OMEKNTOP 8 Inch Bathroom Faucet 3 Hole with 360\u00b0 Swivel Gooseneck and cUPC Hose, Two Handle Bathroom Sink Faucet for Basin Lavatory Vanity", "asin": "B0D25VD62L", "price": "$59.99", "quantity": ""},
{"title": "Boardwalk B6145 2-Ply Standard Septic Safe 4 in. x 3 in. Toilet Tissue - White (96/Carton)", "asin": "B07HDCVFFP", "price": "$49.41", "quantity": ""},
{"title": "Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)", "asin": "", "price": "$6.45", "quantity": ""},
{"title": "Armor All Protectant, Glass and Cleaning Wipes, Wipes for Car Interior and Car Exterior, 30 Count Each (Pack of 3)", "asin": "", "price": "$12.73", "quantity": ""},
{"title": "Scattered Minds: The Origins and Healing of Attention Deficit Disorder", "asin": "", "price": "$14.22", "quantity": ""},
{"title": "War and Peace (Vintage Classics)", "asin": "", "price": "$15.33", "quantity": ""},
{"title": "Anker MagGo Power Bank, Qi2 Certified 15W Fast MagSafe Compatible Mobile Charger, 10,000mAh Battery, Smart Display & Foldable Stand, for iPhone 15/14/13/12, Includes USB-C Cable", "asin": "", "price": "$64.99", "quantity": ""},
{"title": "Armor All Car Wash Kit, Includes Car Wash Soap, Wash Mitt & Microfiber Towel (3 Piece Kit)", "asin": "", "price": "$24.42", "quantity": ""},
{"title": "Armor All Foam Action Car Wash Soap, Cleaning Concentrate for Cars, Trucks, and Motorcycles, 64 Fl Oz Bottles (Pack of 4)", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls", "asin": "", "price": "", "quantity": ""},
{"title": "Armor All Premier Car Care Kit, Includes Car Wax & Wash Kit, Glass Cleaner, Car Air Freshener, Tire & Wheel Cleaner (8 Piece Kit)", "asin": "", "price": "", "quantity": ""},
{"title": "Armor All Car Cleaning Wash, All Purpose Car Wash Soap, 1 Gallon, 128 Fl Oz (Pack of 1)", "asin": "", "price": "", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics 2-Ply Flex-Sheets Paper Towels, 2 Basics Rolls = 5 Regular Rolls, Everyday Value with 150 Sheets per Roll", "asin": "", "price": "", "quantity": ""},
{"title": "eufy Security Smart Lock E30, Fingerprint Keyless Entry Door Lock with Apple Home Ecosystem, Built-in Wi-Fi Deadbolt, Smart Door Lock for Front Door or Back, Supports Apple Home, Alexa, Google", "asin": "", "price": "", "quantity": ""},
{"title": "Tongjude Silicone Microwave Mat - 11.7\" x 11.7\" - Protect from Spill Overs, Non-Slip Silicone Trivet Mats, Hot Pot Holders, Jar Opener,Silicone Drying Mat, Dishwasher Safe", "asin": "", "price": "$5.45", "quantity": ""},
{"title": "Silicone Microwave Mat 12 Inch, Non Stick Turntable Safe Baking Mat for Kitchen, Multi-Purpose Heat Resistant Oven Mat 2 Pack, BPA Free Microwave Splatter Cover (Red)", "asin": "", "price": "$7.98", "quantity": ""},
{"title": "To encounter Silicone Microwave Mat - Round 12\" x 12\" - Set of 2 Heat Resistant Multifunctional Mat, Splatter Guard, Trivet, Hot Pad, Pot Holder", "asin": "", "price": "$7.76", "quantity": ""},
{"title": "Multi-Purpose Silicone Original Microwave Mat | BPA Free, Food Grade Safe, Heat Resistant to 475\u00b0F, Dishwasher Safe - Splatter Guard, Hot Pad, Pot Holder, Minimize Mess,12 Inch, 2PCS (red) (Red)", "asin": "", "price": "$9.33", "quantity": ""},
{"title": "KooMall 12 10 8 Inch Multi-use Microwave Mat, Trivet, Pot Holders, Drying, Baking, Place Mat, Utensils Rest, Silicone Cover Pad for Hot Pot Pans Bowls Plates Dishes Kitchen Counter,Heat Resistant,Gray", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "BTaT Silicone Trivet Mats, 2 Pack - Black Round Silicone Trivets for Hot Pots, Pans & Dishes", "asin": "", "price": "$6.85", "quantity": ""},
{"title": "Walfos 12 Inch Silicone Microwave Mat, Microwave Food Cover, Multi-Purpose Hot Pad, Silicone Trivet, Pot Holders for Kitchen, Non-Slip Heat Resistant Silicone Mat for Microwave, Oven, Hot Pot, Bowl", "asin": "", "price": "$8.49", "quantity": ""},
{"title": "Silicone Microwave Mats, 12\" Extra Large Multi-Use Microwave Mat Heat Resistant Silicone Trivet Mat Pot Holders Hot Pads for Kitchen, Silicone Cover Pad for Microwave Oven Hot Pot Pans, Black 2Pack", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "cusinine Silicone Microwave Mats, 2 Pack, Heat Resistant up to 570\u00b0F, 10 inches (Light Grey)", "asin": "", "price": "$12.66", "quantity": ""},
{"title": "TENOC Silicone Trivet Mats for Hot Pots & Pans, Heat Resistant Pot Holder, Non-Slip Hot Pads for Dishes & Cookware, Multipurpose Kitchen Table Teapot Coaster, 7.1 Inch, 1 Pcs, Black", "asin": "", "price": "$4.29", "quantity": ""},
{"title": "Smithcraft Silicone Trivets Mats Big Round Silicon Pad for Hot Dishes and Hot Pots, Hot Pads for Countertops, Tables, Pot Holders, Spoon Rest Place Mats Set of 3 Color Dark Grey", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "4 Pcs Thick Multicolored Trivets for Hot Dishes, Non Slip Hot Pot Holders, Kitchen Heat Resistant Silicone Pad, Extra Thick, Large.", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Biytyc 8 10 12 Inch Microwave mat, Trivet, Multi-Purpose Hot Pad,Pot Holder,Baking,Drying, Silicone mats for Microwave,Dishwasher Safe - Splatter Guard, Set of 3,Grey,Blue", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "GUYDREMAT 12-Inch Silicone Baking Round Mats Set of 2 - Non-Stick, Heatproof Up to 480\u00b0F, Flexible for Large Pizza, Cakes, Pastries, Bread, Stackable Storage, Fits Toaster Ovens", "asin": "", "price": "$9.49", "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": "2025-03-26T00:33:14.167Z", // 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>
|
2025-03-26T00:33:14.167Z
|
click
|
search
|
rule
|
2025-03-26T00:33:14.167Z
|
click
|
search
|
train
| 502 |
2025-03-26T00:33:14.167Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}],
"promotion_items": [{"title": "Colgate Total Clean Mint Toothpaste, 10 Benefits, No Trade-Offs, Freshens Breath, Whitens Teeth and Provides Sensitivity Relief, Clean Mint Flavor, 4 Pack, 5.1 Oz Tubes", "asin": "B0BLWHGGTQ", "price": "$20.00", "quantity": ""},
{"title": "Fresh Step Advanced Extreme Clumping Litter with Febreze Freshness with Mountain Spring Scent, Fights Odor on Contact, 37 lbs. (2 x 18.5 lb. Box)", "asin": "B07ZK3NSJQ", "price": "$33.59", "quantity": ""},
{"title": "WaterWipes Plastic-Free Original-baby Wipes, 99.9% Water Based Wipes, Unscented & Hypoallergenic for Sensitive Skin, 60 Count (Pack of 9) Total 540 wipes, Packaging May Vary", "asin": "B008KJQMA0", "price": "$31.99", "quantity": ""},
{"title": "Seventh Generation Laundry Detergent Packs, Free & Clear, 90 Loads (2 pouches, 45 Ct EA)", "asin": "B01G351TPA", "price": "$27.94", "quantity": ""},
{"title": "Softsoap Antibacterial Liquid Hand Soap, White Tea & Berry Scent Hand Soap, 11.25 Ounce, 6 Pack", "asin": "B0716CKCL4", "price": "$14.88", "quantity": ""},
{"title": "Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 oz", "asin": "B07FVX9Z9H", "price": "$14.99", "quantity": ""},
{"title": "Ziploc Quart Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 34 Count, Pack of 4 (136 Total Bags)", "asin": "B07Q1DBLX9", "price": "$23.99", "quantity": ""},
{"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$11.99", "quantity": ""},
{"title": "Spindrift Mocktail Variety Pack Can 12 Ounce (Pack of 24)", "asin": "B0DR9J6BL7", "price": "$26.00", "quantity": ""},
{"title": "Save Trees Bamboo Toilet Paper -80 Rolls Of Septic Safe Organic Toilet Paper - 3-ply, 300 Sheets Per Roll - PFAs Free, FSC Certified, Plastic & Chemical Free -For Home, Boat& RV Use", "asin": "B0C6R8B9QM", "price": "$105.99", "quantity": ""},
{"title": "Tork Toilet Paper Roll White T34, Universal, 1-ply, 48 x 1232 sheets, 240123", "asin": "B079TKF9KQ", "price": "$98.99", "quantity": ""},
{"title": "Tork Toilet Paper Roll White T34, Premium, 2-ply, 48 x 625 sheets, 246325", "asin": "B079TJD143", "price": "$100.49", "quantity": ""},
{"title": "Reel Premium Toilet Paper - 24 Rolls of Toilet Paper - 3-Ply Made From Tree-Free - Zero Plastic Packaging, Septic Safe", "asin": "B088T79ZCS", "price": "$45.99", "quantity": ""},
{"title": "Tork Advanced Bath Tissue Roll White T24, 2-Ply, 96 rolls x 176 sheets/roll, 240150", "asin": "B0B25BS8K9", "price": "$59.18", "quantity": ""},
{"title": "Bumboo Bamboo Toilet Roll 24 Pack | Unbleached Toilet Paper 3 ply, 300 Sheets | Eco Toilet Rolls | Plastic-Free, Soft, Strong & Sustainable Toilet Tissue", "asin": "B09Q93B1WG", "price": "$40.00", "quantity": ""},
{"title": "Bonterra Responsibly Sourced 3-Ply Toilet Paper, Soft, Strong, and Plastic-Free, 4 packs of 6 Large Rolls = 24 Large Rolls", "asin": "B0CZBDMN2C", "price": "$40.68", "quantity": ""},
{"title": "Brushed Nickel Bathroom Faucet, OMEKNTOP 8 Inch Bathroom Faucet 3 Hole with 360\u00b0 Swivel Gooseneck and cUPC Hose, Two Handle Bathroom Sink Faucet for Basin Lavatory Vanity", "asin": "B0D25VD62L", "price": "$59.99", "quantity": ""},
{"title": "Boardwalk B6145 2-Ply Standard Septic Safe 4 in. x 3 in. Toilet Tissue - White (96/Carton)", "asin": "B07HDCVFFP", "price": "$49.41", "quantity": ""},
{"title": "Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)", "asin": "", "price": "$6.45", "quantity": ""},
{"title": "Armor All Protectant, Glass and Cleaning Wipes, Wipes for Car Interior and Car Exterior, 30 Count Each (Pack of 3)", "asin": "", "price": "$12.73", "quantity": ""},
{"title": "Scattered Minds: The Origins and Healing of Attention Deficit Disorder", "asin": "", "price": "$14.22", "quantity": ""},
{"title": "War and Peace (Vintage Classics)", "asin": "", "price": "$15.33", "quantity": ""},
{"title": "Anker MagGo Power Bank, Qi2 Certified 15W Fast MagSafe Compatible Mobile Charger, 10,000mAh Battery, Smart Display & Foldable Stand, for iPhone 15/14/13/12, Includes USB-C Cable", "asin": "", "price": "$64.99", "quantity": ""},
{"title": "Armor All Car Wash Kit, Includes Car Wash Soap, Wash Mitt & Microfiber Towel (3 Piece Kit)", "asin": "", "price": "$24.42", "quantity": ""},
{"title": "Armor All Foam Action Car Wash Soap, Cleaning Concentrate for Cars, Trucks, and Motorcycles, 64 Fl Oz Bottles (Pack of 4)", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls", "asin": "", "price": "", "quantity": ""},
{"title": "Armor All Premier Car Care Kit, Includes Car Wax & Wash Kit, Glass Cleaner, Car Air Freshener, Tire & Wheel Cleaner (8 Piece Kit)", "asin": "", "price": "", "quantity": ""},
{"title": "Armor All Car Cleaning Wash, All Purpose Car Wash Soap, 1 Gallon, 128 Fl Oz (Pack of 1)", "asin": "", "price": "", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics 2-Ply Flex-Sheets Paper Towels, 2 Basics Rolls = 5 Regular Rolls, Everyday Value with 150 Sheets per Roll", "asin": "", "price": "", "quantity": ""},
{"title": "eufy Security Smart Lock E30, Fingerprint Keyless Entry Door Lock with Apple Home Ecosystem, Built-in Wi-Fi Deadbolt, Smart Door Lock for Front Door or Back, Supports Apple Home, Alexa, Google", "asin": "", "price": "", "quantity": ""},
{"title": "Tongjude Silicone Microwave Mat - 11.7\" x 11.7\" - Protect from Spill Overs, Non-Slip Silicone Trivet Mats, Hot Pot Holders, Jar Opener,Silicone Drying Mat, Dishwasher Safe", "asin": "", "price": "$5.45", "quantity": ""},
{"title": "Silicone Microwave Mat 12 Inch, Non Stick Turntable Safe Baking Mat for Kitchen, Multi-Purpose Heat Resistant Oven Mat 2 Pack, BPA Free Microwave Splatter Cover (Red)", "asin": "", "price": "$7.98", "quantity": ""},
{"title": "To encounter Silicone Microwave Mat - Round 12\" x 12\" - Set of 2 Heat Resistant Multifunctional Mat, Splatter Guard, Trivet, Hot Pad, Pot Holder", "asin": "", "price": "$7.76", "quantity": ""},
{"title": "Multi-Purpose Silicone Original Microwave Mat | BPA Free, Food Grade Safe, Heat Resistant to 475\u00b0F, Dishwasher Safe - Splatter Guard, Hot Pad, Pot Holder, Minimize Mess,12 Inch, 2PCS (red) (Red)", "asin": "", "price": "$9.33", "quantity": ""},
{"title": "KooMall 12 10 8 Inch Multi-use Microwave Mat, Trivet, Pot Holders, Drying, Baking, Place Mat, Utensils Rest, Silicone Cover Pad for Hot Pot Pans Bowls Plates Dishes Kitchen Counter,Heat Resistant,Gray", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "BTaT Silicone Trivet Mats, 2 Pack - Black Round Silicone Trivets for Hot Pots, Pans & Dishes", "asin": "", "price": "$6.85", "quantity": ""},
{"title": "Walfos 12 Inch Silicone Microwave Mat, Microwave Food Cover, Multi-Purpose Hot Pad, Silicone Trivet, Pot Holders for Kitchen, Non-Slip Heat Resistant Silicone Mat for Microwave, Oven, Hot Pot, Bowl", "asin": "", "price": "$8.49", "quantity": ""},
{"title": "Silicone Microwave Mats, 12\" Extra Large Multi-Use Microwave Mat Heat Resistant Silicone Trivet Mat Pot Holders Hot Pads for Kitchen, Silicone Cover Pad for Microwave Oven Hot Pot Pans, Black 2Pack", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "cusinine Silicone Microwave Mats, 2 Pack, Heat Resistant up to 570\u00b0F, 10 inches (Light Grey)", "asin": "", "price": "$12.66", "quantity": ""},
{"title": "TENOC Silicone Trivet Mats for Hot Pots & Pans, Heat Resistant Pot Holder, Non-Slip Hot Pads for Dishes & Cookware, Multipurpose Kitchen Table Teapot Coaster, 7.1 Inch, 1 Pcs, Black", "asin": "", "price": "$4.29", "quantity": ""},
{"title": "Smithcraft Silicone Trivets Mats Big Round Silicon Pad for Hot Dishes and Hot Pots, Hot Pads for Countertops, Tables, Pot Holders, Spoon Rest Place Mats Set of 3 Color Dark Grey", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "4 Pcs Thick Multicolored Trivets for Hot Dishes, Non Slip Hot Pot Holders, Kitchen Heat Resistant Silicone Pad, Extra Thick, Large.", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Biytyc 8 10 12 Inch Microwave mat, Trivet, Multi-Purpose Hot Pad,Pot Holder,Baking,Drying, Silicone mats for Microwave,Dishwasher Safe - Splatter Guard, Set of 3,Grey,Blue", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "GUYDREMAT 12-Inch Silicone Baking Round Mats Set of 2 - Non-Stick, Heatproof Up to 480\u00b0F, Flexible for Large Pizza, Cakes, Pastries, Bread, Stackable Storage, Fits Toaster Ovens", "asin": "", "price": "$9.49", "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": "2025-03-26T00:33:14.167Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"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\": \"fewaf \"}],\n\"cart_items\": [{\"title\": \"Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls\", \"asin\": \"B0798DVT68\", \"price\": \"$35.49\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Colgate Total Clean Mint Toothpaste, 10 Benefits, No Trade-Offs, Freshens Breath, Whitens Teeth and Provides Sensitivity Relief, Clean Mint Flavor, 4 Pack, 5.1 Oz Tubes\", \"asin\": \"B0BLWHGGTQ\", \"price\": \"$20.00\", \"quantity\": \"\"},\n{\"title\": \"Fresh Step Advanced Extreme Clumping Litter with Febreze Freshness with Mountain Spring Scent, Fights Odor on Contact, 37 lbs. (2 x 18.5 lb. Box)\", \"asin\": \"B07ZK3NSJQ\", \"price\": \"$33.59\", \"quantity\": \"\"},\n{\"title\": \"WaterWipes Plastic-Free Original-baby Wipes, 99.9% Water Based Wipes, Unscented & Hypoallergenic for Sensitive Skin, 60 Count (Pack of 9) Total 540 wipes, Packaging May Vary\", \"asin\": \"B008KJQMA0\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Laundry Detergent Packs, Free & Clear, 90 Loads (2 pouches, 45 Ct EA)\", \"asin\": \"B01G351TPA\", \"price\": \"$27.94\", \"quantity\": \"\"},\n{\"title\": \"Softsoap Antibacterial Liquid Hand Soap, White Tea & Berry Scent Hand Soap, 11.25 Ounce, 6 Pack\", \"asin\": \"B0716CKCL4\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 oz\", \"asin\": \"B07FVX9Z9H\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 34 Count, Pack of 4 (136 Total Bags)\", \"asin\": \"B07Q1DBLX9\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"B09F8FZ18G\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Spindrift Mocktail Variety Pack Can 12 Ounce (Pack of 24)\", \"asin\": \"B0DR9J6BL7\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"Save Trees Bamboo Toilet Paper -80 Rolls Of Septic Safe Organic Toilet Paper - 3-ply, 300 Sheets Per Roll - PFAs Free, FSC Certified, Plastic & Chemical Free -For Home, Boat& RV Use\", \"asin\": \"B0C6R8B9QM\", \"price\": \"$105.99\", \"quantity\": \"\"},\n{\"title\": \"Tork Toilet Paper Roll White T34, Universal, 1-ply, 48 x 1232 sheets, 240123\", \"asin\": \"B079TKF9KQ\", \"price\": \"$98.99\", \"quantity\": \"\"},\n{\"title\": \"Tork Toilet Paper Roll White T34, Premium, 2-ply, 48 x 625 sheets, 246325\", \"asin\": \"B079TJD143\", \"price\": \"$100.49\", \"quantity\": \"\"},\n{\"title\": \"Reel Premium Toilet Paper - 24 Rolls of Toilet Paper - 3-Ply Made From Tree-Free - Zero Plastic Packaging, Septic Safe\", \"asin\": \"B088T79ZCS\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Tork Advanced Bath Tissue Roll White T24, 2-Ply, 96 rolls x 176 sheets/roll, 240150\", \"asin\": \"B0B25BS8K9\", \"price\": \"$59.18\", \"quantity\": \"\"},\n{\"title\": \"Bumboo Bamboo Toilet Roll 24 Pack | Unbleached Toilet Paper 3 ply, 300 Sheets | Eco Toilet Rolls | Plastic-Free, Soft, Strong & Sustainable Toilet Tissue\", \"asin\": \"B09Q93B1WG\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Bonterra Responsibly Sourced 3-Ply Toilet Paper, Soft, Strong, and Plastic-Free, 4 packs of 6 Large Rolls = 24 Large Rolls\", \"asin\": \"B0CZBDMN2C\", \"price\": \"$40.68\", \"quantity\": \"\"},\n{\"title\": \"Brushed Nickel Bathroom Faucet, OMEKNTOP 8 Inch Bathroom Faucet 3 Hole with 360\\u00b0 Swivel Gooseneck and cUPC Hose, Two Handle Bathroom Sink Faucet for Basin Lavatory Vanity\", \"asin\": \"B0D25VD62L\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Boardwalk B6145 2-Ply Standard Septic Safe 4 in. x 3 in. Toilet Tissue - White (96/Carton)\", \"asin\": \"B07HDCVFFP\", \"price\": \"$49.41\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)\", \"asin\": \"\", \"price\": \"$6.45\", \"quantity\": \"\"},\n{\"title\": \"Armor All Protectant, Glass and Cleaning Wipes, Wipes for Car Interior and Car Exterior, 30 Count Each (Pack of 3)\", \"asin\": \"\", \"price\": \"$12.73\", \"quantity\": \"\"},\n{\"title\": \"Scattered Minds: The Origins and Healing of Attention Deficit Disorder\", \"asin\": \"\", \"price\": \"$14.22\", \"quantity\": \"\"},\n{\"title\": \"War and Peace (Vintage Classics)\", \"asin\": \"\", \"price\": \"$15.33\", \"quantity\": \"\"},\n{\"title\": \"Anker MagGo Power Bank, Qi2 Certified 15W Fast MagSafe Compatible Mobile Charger, 10,000mAh Battery, Smart Display & Foldable Stand, for iPhone 15/14/13/12, Includes USB-C Cable\", \"asin\": \"\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"Armor All Car Wash Kit, Includes Car Wash Soap, Wash Mitt & Microfiber Towel (3 Piece Kit)\", \"asin\": \"\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Armor All Foam Action Car Wash Soap, Cleaning Concentrate for Cars, Trucks, and Motorcycles, 64 Fl Oz Bottles (Pack of 4)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Armor All Premier Car Care Kit, Includes Car Wax & Wash Kit, Glass Cleaner, Car Air Freshener, Tire & Wheel Cleaner (8 Piece Kit)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Armor All Car Cleaning Wash, All Purpose Car Wash Soap, 1 Gallon, 128 Fl Oz (Pack of 1)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Ply Flex-Sheets Paper Towels, 2 Basics Rolls = 5 Regular Rolls, Everyday Value with 150 Sheets per Roll\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"eufy Security Smart Lock E30, Fingerprint Keyless Entry Door Lock with Apple Home Ecosystem, Built-in Wi-Fi Deadbolt, Smart Door Lock for Front Door or Back, Supports Apple Home, Alexa, Google\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Tongjude Silicone Microwave Mat - 11.7\\\" x 11.7\\\" - Protect from Spill Overs, Non-Slip Silicone Trivet Mats, Hot Pot Holders, Jar Opener,Silicone Drying Mat, Dishwasher Safe\", \"asin\": \"\", \"price\": \"$5.45\", \"quantity\": \"\"},\n{\"title\": \"Silicone Microwave Mat 12 Inch, Non Stick Turntable Safe Baking Mat for Kitchen, Multi-Purpose Heat Resistant Oven Mat 2 Pack, BPA Free Microwave Splatter Cover (Red)\", \"asin\": \"\", \"price\": \"$7.98\", \"quantity\": \"\"},\n{\"title\": \"To encounter Silicone Microwave Mat - Round 12\\\" x 12\\\" - Set of 2 Heat Resistant Multifunctional Mat, Splatter Guard, Trivet, Hot Pad, Pot Holder\", \"asin\": \"\", \"price\": \"$7.76\", \"quantity\": \"\"},\n{\"title\": \"Multi-Purpose Silicone Original Microwave Mat | BPA Free, Food Grade Safe, Heat Resistant to 475\\u00b0F, Dishwasher Safe - Splatter Guard, Hot Pad, Pot Holder, Minimize Mess,12 Inch, 2PCS (red) (Red)\", \"asin\": \"\", \"price\": \"$9.33\", \"quantity\": \"\"},\n{\"title\": \"KooMall 12 10 8 Inch Multi-use Microwave Mat, Trivet, Pot Holders, Drying, Baking, Place Mat, Utensils Rest, Silicone Cover Pad for Hot Pot Pans Bowls Plates Dishes Kitchen Counter,Heat Resistant,Gray\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"BTaT Silicone Trivet Mats, 2 Pack - Black Round Silicone Trivets for Hot Pots, Pans & Dishes\", \"asin\": \"\", \"price\": \"$6.85\", \"quantity\": \"\"},\n{\"title\": \"Walfos 12 Inch Silicone Microwave Mat, Microwave Food Cover, Multi-Purpose Hot Pad, Silicone Trivet, Pot Holders for Kitchen, Non-Slip Heat Resistant Silicone Mat for Microwave, Oven, Hot Pot, Bowl\", \"asin\": \"\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Silicone Microwave Mats, 12\\\" Extra Large Multi-Use Microwave Mat Heat Resistant Silicone Trivet Mat Pot Holders Hot Pads for Kitchen, Silicone Cover Pad for Microwave Oven Hot Pot Pans, Black 2Pack\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"cusinine Silicone Microwave Mats, 2 Pack, Heat Resistant up to 570\\u00b0F, 10 inches (Light Grey)\", \"asin\": \"\", \"price\": \"$12.66\", \"quantity\": \"\"},\n{\"title\": \"TENOC Silicone Trivet Mats for Hot Pots & Pans, Heat Resistant Pot Holder, Non-Slip Hot Pads for Dishes & Cookware, Multipurpose Kitchen Table Teapot Coaster, 7.1 Inch, 1 Pcs, Black\", \"asin\": \"\", \"price\": \"$4.29\", \"quantity\": \"\"},\n{\"title\": \"Smithcraft Silicone Trivets Mats Big Round Silicon Pad for Hot Dishes and Hot Pots, Hot Pads for Countertops, Tables, Pot Holders, Spoon Rest Place Mats Set of 3 Color Dark Grey\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"4 Pcs Thick Multicolored Trivets for Hot Dishes, Non Slip Hot Pot Holders, Kitchen Heat Resistant Silicone Pad, Extra Thick, Large.\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Biytyc 8 10 12 Inch Microwave mat, Trivet, Multi-Purpose Hot Pad,Pot Holder,Baking,Drying, Silicone mats for Microwave,Dishwasher Safe - Splatter Guard, Set of 3,Grey,Blue\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"GUYDREMAT 12-Inch Silicone Baking Round Mats Set of 2 - Non-Stick, Heatproof Up to 480\\u00b0F, Flexible for Large Pizza, Cakes, Pastries, Bread, Stackable Storage, Fits Toaster Ovens\", \"asin\": \"\", \"price\": \"$9.49\", \"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\": \"2025-03-26T00:33:25.026Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "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": "fewaf "}],
"cart_items": [{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}],
"promotion_items": [{"title": "Colgate Total Clean Mint Toothpaste, 10 Benefits, No Trade-Offs, Freshens Breath, Whitens Teeth and Provides Sensitivity Relief, Clean Mint Flavor, 4 Pack, 5.1 Oz Tubes", "asin": "B0BLWHGGTQ", "price": "$20.00", "quantity": ""},
{"title": "Fresh Step Advanced Extreme Clumping Litter with Febreze Freshness with Mountain Spring Scent, Fights Odor on Contact, 37 lbs. (2 x 18.5 lb. Box)", "asin": "B07ZK3NSJQ", "price": "$33.59", "quantity": ""},
{"title": "WaterWipes Plastic-Free Original-baby Wipes, 99.9% Water Based Wipes, Unscented & Hypoallergenic for Sensitive Skin, 60 Count (Pack of 9) Total 540 wipes, Packaging May Vary", "asin": "B008KJQMA0", "price": "$31.99", "quantity": ""},
{"title": "Seventh Generation Laundry Detergent Packs, Free & Clear, 90 Loads (2 pouches, 45 Ct EA)", "asin": "B01G351TPA", "price": "$27.94", "quantity": ""},
{"title": "Softsoap Antibacterial Liquid Hand Soap, White Tea & Berry Scent Hand Soap, 11.25 Ounce, 6 Pack", "asin": "B0716CKCL4", "price": "$14.88", "quantity": ""},
{"title": "Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 oz", "asin": "B07FVX9Z9H", "price": "$14.99", "quantity": ""},
{"title": "Ziploc Quart Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 34 Count, Pack of 4 (136 Total Bags)", "asin": "B07Q1DBLX9", "price": "$23.99", "quantity": ""},
{"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$11.99", "quantity": ""},
{"title": "Spindrift Mocktail Variety Pack Can 12 Ounce (Pack of 24)", "asin": "B0DR9J6BL7", "price": "$26.00", "quantity": ""},
{"title": "Save Trees Bamboo Toilet Paper -80 Rolls Of Septic Safe Organic Toilet Paper - 3-ply, 300 Sheets Per Roll - PFAs Free, FSC Certified, Plastic & Chemical Free -For Home, Boat& RV Use", "asin": "B0C6R8B9QM", "price": "$105.99", "quantity": ""},
{"title": "Tork Toilet Paper Roll White T34, Universal, 1-ply, 48 x 1232 sheets, 240123", "asin": "B079TKF9KQ", "price": "$98.99", "quantity": ""},
{"title": "Tork Toilet Paper Roll White T34, Premium, 2-ply, 48 x 625 sheets, 246325", "asin": "B079TJD143", "price": "$100.49", "quantity": ""},
{"title": "Reel Premium Toilet Paper - 24 Rolls of Toilet Paper - 3-Ply Made From Tree-Free - Zero Plastic Packaging, Septic Safe", "asin": "B088T79ZCS", "price": "$45.99", "quantity": ""},
{"title": "Tork Advanced Bath Tissue Roll White T24, 2-Ply, 96 rolls x 176 sheets/roll, 240150", "asin": "B0B25BS8K9", "price": "$59.18", "quantity": ""},
{"title": "Bumboo Bamboo Toilet Roll 24 Pack | Unbleached Toilet Paper 3 ply, 300 Sheets | Eco Toilet Rolls | Plastic-Free, Soft, Strong & Sustainable Toilet Tissue", "asin": "B09Q93B1WG", "price": "$40.00", "quantity": ""},
{"title": "Bonterra Responsibly Sourced 3-Ply Toilet Paper, Soft, Strong, and Plastic-Free, 4 packs of 6 Large Rolls = 24 Large Rolls", "asin": "B0CZBDMN2C", "price": "$40.68", "quantity": ""},
{"title": "Brushed Nickel Bathroom Faucet, OMEKNTOP 8 Inch Bathroom Faucet 3 Hole with 360\u00b0 Swivel Gooseneck and cUPC Hose, Two Handle Bathroom Sink Faucet for Basin Lavatory Vanity", "asin": "B0D25VD62L", "price": "$59.99", "quantity": ""},
{"title": "Boardwalk B6145 2-Ply Standard Septic Safe 4 in. x 3 in. Toilet Tissue - White (96/Carton)", "asin": "B07HDCVFFP", "price": "$49.41", "quantity": ""},
{"title": "Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)", "asin": "", "price": "$6.45", "quantity": ""},
{"title": "Armor All Protectant, Glass and Cleaning Wipes, Wipes for Car Interior and Car Exterior, 30 Count Each (Pack of 3)", "asin": "", "price": "$12.73", "quantity": ""},
{"title": "Scattered Minds: The Origins and Healing of Attention Deficit Disorder", "asin": "", "price": "$14.22", "quantity": ""},
{"title": "War and Peace (Vintage Classics)", "asin": "", "price": "$15.33", "quantity": ""},
{"title": "Anker MagGo Power Bank, Qi2 Certified 15W Fast MagSafe Compatible Mobile Charger, 10,000mAh Battery, Smart Display & Foldable Stand, for iPhone 15/14/13/12, Includes USB-C Cable", "asin": "", "price": "$64.99", "quantity": ""},
{"title": "Armor All Car Wash Kit, Includes Car Wash Soap, Wash Mitt & Microfiber Towel (3 Piece Kit)", "asin": "", "price": "$24.42", "quantity": ""},
{"title": "Armor All Foam Action Car Wash Soap, Cleaning Concentrate for Cars, Trucks, and Motorcycles, 64 Fl Oz Bottles (Pack of 4)", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls", "asin": "", "price": "", "quantity": ""},
{"title": "Armor All Premier Car Care Kit, Includes Car Wax & Wash Kit, Glass Cleaner, Car Air Freshener, Tire & Wheel Cleaner (8 Piece Kit)", "asin": "", "price": "", "quantity": ""},
{"title": "Armor All Car Cleaning Wash, All Purpose Car Wash Soap, 1 Gallon, 128 Fl Oz (Pack of 1)", "asin": "", "price": "", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics 2-Ply Flex-Sheets Paper Towels, 2 Basics Rolls = 5 Regular Rolls, Everyday Value with 150 Sheets per Roll", "asin": "", "price": "", "quantity": ""},
{"title": "eufy Security Smart Lock E30, Fingerprint Keyless Entry Door Lock with Apple Home Ecosystem, Built-in Wi-Fi Deadbolt, Smart Door Lock for Front Door or Back, Supports Apple Home, Alexa, Google", "asin": "", "price": "", "quantity": ""},
{"title": "Tongjude Silicone Microwave Mat - 11.7\" x 11.7\" - Protect from Spill Overs, Non-Slip Silicone Trivet Mats, Hot Pot Holders, Jar Opener,Silicone Drying Mat, Dishwasher Safe", "asin": "", "price": "$5.45", "quantity": ""},
{"title": "Silicone Microwave Mat 12 Inch, Non Stick Turntable Safe Baking Mat for Kitchen, Multi-Purpose Heat Resistant Oven Mat 2 Pack, BPA Free Microwave Splatter Cover (Red)", "asin": "", "price": "$7.98", "quantity": ""},
{"title": "To encounter Silicone Microwave Mat - Round 12\" x 12\" - Set of 2 Heat Resistant Multifunctional Mat, Splatter Guard, Trivet, Hot Pad, Pot Holder", "asin": "", "price": "$7.76", "quantity": ""},
{"title": "Multi-Purpose Silicone Original Microwave Mat | BPA Free, Food Grade Safe, Heat Resistant to 475\u00b0F, Dishwasher Safe - Splatter Guard, Hot Pad, Pot Holder, Minimize Mess,12 Inch, 2PCS (red) (Red)", "asin": "", "price": "$9.33", "quantity": ""},
{"title": "KooMall 12 10 8 Inch Multi-use Microwave Mat, Trivet, Pot Holders, Drying, Baking, Place Mat, Utensils Rest, Silicone Cover Pad for Hot Pot Pans Bowls Plates Dishes Kitchen Counter,Heat Resistant,Gray", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "BTaT Silicone Trivet Mats, 2 Pack - Black Round Silicone Trivets for Hot Pots, Pans & Dishes", "asin": "", "price": "$6.85", "quantity": ""},
{"title": "Walfos 12 Inch Silicone Microwave Mat, Microwave Food Cover, Multi-Purpose Hot Pad, Silicone Trivet, Pot Holders for Kitchen, Non-Slip Heat Resistant Silicone Mat for Microwave, Oven, Hot Pot, Bowl", "asin": "", "price": "$8.49", "quantity": ""},
{"title": "Silicone Microwave Mats, 12\" Extra Large Multi-Use Microwave Mat Heat Resistant Silicone Trivet Mat Pot Holders Hot Pads for Kitchen, Silicone Cover Pad for Microwave Oven Hot Pot Pans, Black 2Pack", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "cusinine Silicone Microwave Mats, 2 Pack, Heat Resistant up to 570\u00b0F, 10 inches (Light Grey)", "asin": "", "price": "$12.66", "quantity": ""},
{"title": "TENOC Silicone Trivet Mats for Hot Pots & Pans, Heat Resistant Pot Holder, Non-Slip Hot Pads for Dishes & Cookware, Multipurpose Kitchen Table Teapot Coaster, 7.1 Inch, 1 Pcs, Black", "asin": "", "price": "$4.29", "quantity": ""},
{"title": "Smithcraft Silicone Trivets Mats Big Round Silicon Pad for Hot Dishes and Hot Pots, Hot Pads for Countertops, Tables, Pot Holders, Spoon Rest Place Mats Set of 3 Color Dark Grey", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "4 Pcs Thick Multicolored Trivets for Hot Dishes, Non Slip Hot Pot Holders, Kitchen Heat Resistant Silicone Pad, Extra Thick, Large.", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Biytyc 8 10 12 Inch Microwave mat, Trivet, Multi-Purpose Hot Pad,Pot Holder,Baking,Drying, Silicone mats for Microwave,Dishwasher Safe - Splatter Guard, Set of 3,Grey,Blue", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "GUYDREMAT 12-Inch Silicone Baking Round Mats Set of 2 - Non-Stick, Heatproof Up to 480\u00b0F, Flexible for Large Pizza, Cakes, Pastries, Bread, Stackable Storage, Fits Toaster Ovens", "asin": "", "price": "$9.49", "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": "2025-03-26T00:33:25.026Z", // 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>
|
2025-03-26T00:33:25.026Z
|
click
|
search
|
rule
|
2025-03-26T00:33:25.026Z
|
click
|
search
|
train
| 503 |
2025-03-26T00:33:25.026Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "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": "fewaf "}],
"cart_items": [{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}],
"promotion_items": [{"title": "Colgate Total Clean Mint Toothpaste, 10 Benefits, No Trade-Offs, Freshens Breath, Whitens Teeth and Provides Sensitivity Relief, Clean Mint Flavor, 4 Pack, 5.1 Oz Tubes", "asin": "B0BLWHGGTQ", "price": "$20.00", "quantity": ""},
{"title": "Fresh Step Advanced Extreme Clumping Litter with Febreze Freshness with Mountain Spring Scent, Fights Odor on Contact, 37 lbs. (2 x 18.5 lb. Box)", "asin": "B07ZK3NSJQ", "price": "$33.59", "quantity": ""},
{"title": "WaterWipes Plastic-Free Original-baby Wipes, 99.9% Water Based Wipes, Unscented & Hypoallergenic for Sensitive Skin, 60 Count (Pack of 9) Total 540 wipes, Packaging May Vary", "asin": "B008KJQMA0", "price": "$31.99", "quantity": ""},
{"title": "Seventh Generation Laundry Detergent Packs, Free & Clear, 90 Loads (2 pouches, 45 Ct EA)", "asin": "B01G351TPA", "price": "$27.94", "quantity": ""},
{"title": "Softsoap Antibacterial Liquid Hand Soap, White Tea & Berry Scent Hand Soap, 11.25 Ounce, 6 Pack", "asin": "B0716CKCL4", "price": "$14.88", "quantity": ""},
{"title": "Seventh Generation Concentrated Laundry Detergent Liquid Free & Clear Fragrance Free 40 oz", "asin": "B07FVX9Z9H", "price": "$14.99", "quantity": ""},
{"title": "Ziploc Quart Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 34 Count, Pack of 4 (136 Total Bags)", "asin": "B07Q1DBLX9", "price": "$23.99", "quantity": ""},
{"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$11.99", "quantity": ""},
{"title": "Spindrift Mocktail Variety Pack Can 12 Ounce (Pack of 24)", "asin": "B0DR9J6BL7", "price": "$26.00", "quantity": ""},
{"title": "Save Trees Bamboo Toilet Paper -80 Rolls Of Septic Safe Organic Toilet Paper - 3-ply, 300 Sheets Per Roll - PFAs Free, FSC Certified, Plastic & Chemical Free -For Home, Boat& RV Use", "asin": "B0C6R8B9QM", "price": "$105.99", "quantity": ""},
{"title": "Tork Toilet Paper Roll White T34, Universal, 1-ply, 48 x 1232 sheets, 240123", "asin": "B079TKF9KQ", "price": "$98.99", "quantity": ""},
{"title": "Tork Toilet Paper Roll White T34, Premium, 2-ply, 48 x 625 sheets, 246325", "asin": "B079TJD143", "price": "$100.49", "quantity": ""},
{"title": "Reel Premium Toilet Paper - 24 Rolls of Toilet Paper - 3-Ply Made From Tree-Free - Zero Plastic Packaging, Septic Safe", "asin": "B088T79ZCS", "price": "$45.99", "quantity": ""},
{"title": "Tork Advanced Bath Tissue Roll White T24, 2-Ply, 96 rolls x 176 sheets/roll, 240150", "asin": "B0B25BS8K9", "price": "$59.18", "quantity": ""},
{"title": "Bumboo Bamboo Toilet Roll 24 Pack | Unbleached Toilet Paper 3 ply, 300 Sheets | Eco Toilet Rolls | Plastic-Free, Soft, Strong & Sustainable Toilet Tissue", "asin": "B09Q93B1WG", "price": "$40.00", "quantity": ""},
{"title": "Bonterra Responsibly Sourced 3-Ply Toilet Paper, Soft, Strong, and Plastic-Free, 4 packs of 6 Large Rolls = 24 Large Rolls", "asin": "B0CZBDMN2C", "price": "$40.68", "quantity": ""},
{"title": "Brushed Nickel Bathroom Faucet, OMEKNTOP 8 Inch Bathroom Faucet 3 Hole with 360\u00b0 Swivel Gooseneck and cUPC Hose, Two Handle Bathroom Sink Faucet for Basin Lavatory Vanity", "asin": "B0D25VD62L", "price": "$59.99", "quantity": ""},
{"title": "Boardwalk B6145 2-Ply Standard Septic Safe 4 in. x 3 in. Toilet Tissue - White (96/Carton)", "asin": "B07HDCVFFP", "price": "$49.41", "quantity": ""},
{"title": "Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)", "asin": "", "price": "$6.45", "quantity": ""},
{"title": "Armor All Protectant, Glass and Cleaning Wipes, Wipes for Car Interior and Car Exterior, 30 Count Each (Pack of 3)", "asin": "", "price": "$12.73", "quantity": ""},
{"title": "Scattered Minds: The Origins and Healing of Attention Deficit Disorder", "asin": "", "price": "$14.22", "quantity": ""},
{"title": "War and Peace (Vintage Classics)", "asin": "", "price": "$15.33", "quantity": ""},
{"title": "Anker MagGo Power Bank, Qi2 Certified 15W Fast MagSafe Compatible Mobile Charger, 10,000mAh Battery, Smart Display & Foldable Stand, for iPhone 15/14/13/12, Includes USB-C Cable", "asin": "", "price": "$64.99", "quantity": ""},
{"title": "Armor All Car Wash Kit, Includes Car Wash Soap, Wash Mitt & Microfiber Towel (3 Piece Kit)", "asin": "", "price": "$24.42", "quantity": ""},
{"title": "Armor All Foam Action Car Wash Soap, Cleaning Concentrate for Cars, Trucks, and Motorcycles, 64 Fl Oz Bottles (Pack of 4)", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls", "asin": "", "price": "", "quantity": ""},
{"title": "Armor All Premier Car Care Kit, Includes Car Wax & Wash Kit, Glass Cleaner, Car Air Freshener, Tire & Wheel Cleaner (8 Piece Kit)", "asin": "", "price": "", "quantity": ""},
{"title": "Armor All Car Cleaning Wash, All Purpose Car Wash Soap, 1 Gallon, 128 Fl Oz (Pack of 1)", "asin": "", "price": "", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics 2-Ply Flex-Sheets Paper Towels, 2 Basics Rolls = 5 Regular Rolls, Everyday Value with 150 Sheets per Roll", "asin": "", "price": "", "quantity": ""},
{"title": "eufy Security Smart Lock E30, Fingerprint Keyless Entry Door Lock with Apple Home Ecosystem, Built-in Wi-Fi Deadbolt, Smart Door Lock for Front Door or Back, Supports Apple Home, Alexa, Google", "asin": "", "price": "", "quantity": ""},
{"title": "Tongjude Silicone Microwave Mat - 11.7\" x 11.7\" - Protect from Spill Overs, Non-Slip Silicone Trivet Mats, Hot Pot Holders, Jar Opener,Silicone Drying Mat, Dishwasher Safe", "asin": "", "price": "$5.45", "quantity": ""},
{"title": "Silicone Microwave Mat 12 Inch, Non Stick Turntable Safe Baking Mat for Kitchen, Multi-Purpose Heat Resistant Oven Mat 2 Pack, BPA Free Microwave Splatter Cover (Red)", "asin": "", "price": "$7.98", "quantity": ""},
{"title": "To encounter Silicone Microwave Mat - Round 12\" x 12\" - Set of 2 Heat Resistant Multifunctional Mat, Splatter Guard, Trivet, Hot Pad, Pot Holder", "asin": "", "price": "$7.76", "quantity": ""},
{"title": "Multi-Purpose Silicone Original Microwave Mat | BPA Free, Food Grade Safe, Heat Resistant to 475\u00b0F, Dishwasher Safe - Splatter Guard, Hot Pad, Pot Holder, Minimize Mess,12 Inch, 2PCS (red) (Red)", "asin": "", "price": "$9.33", "quantity": ""},
{"title": "KooMall 12 10 8 Inch Multi-use Microwave Mat, Trivet, Pot Holders, Drying, Baking, Place Mat, Utensils Rest, Silicone Cover Pad for Hot Pot Pans Bowls Plates Dishes Kitchen Counter,Heat Resistant,Gray", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "BTaT Silicone Trivet Mats, 2 Pack - Black Round Silicone Trivets for Hot Pots, Pans & Dishes", "asin": "", "price": "$6.85", "quantity": ""},
{"title": "Walfos 12 Inch Silicone Microwave Mat, Microwave Food Cover, Multi-Purpose Hot Pad, Silicone Trivet, Pot Holders for Kitchen, Non-Slip Heat Resistant Silicone Mat for Microwave, Oven, Hot Pot, Bowl", "asin": "", "price": "$8.49", "quantity": ""},
{"title": "Silicone Microwave Mats, 12\" Extra Large Multi-Use Microwave Mat Heat Resistant Silicone Trivet Mat Pot Holders Hot Pads for Kitchen, Silicone Cover Pad for Microwave Oven Hot Pot Pans, Black 2Pack", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "cusinine Silicone Microwave Mats, 2 Pack, Heat Resistant up to 570\u00b0F, 10 inches (Light Grey)", "asin": "", "price": "$12.66", "quantity": ""},
{"title": "TENOC Silicone Trivet Mats for Hot Pots & Pans, Heat Resistant Pot Holder, Non-Slip Hot Pads for Dishes & Cookware, Multipurpose Kitchen Table Teapot Coaster, 7.1 Inch, 1 Pcs, Black", "asin": "", "price": "$4.29", "quantity": ""},
{"title": "Smithcraft Silicone Trivets Mats Big Round Silicon Pad for Hot Dishes and Hot Pots, Hot Pads for Countertops, Tables, Pot Holders, Spoon Rest Place Mats Set of 3 Color Dark Grey", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "4 Pcs Thick Multicolored Trivets for Hot Dishes, Non Slip Hot Pot Holders, Kitchen Heat Resistant Silicone Pad, Extra Thick, Large.", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Biytyc 8 10 12 Inch Microwave mat, Trivet, Multi-Purpose Hot Pad,Pot Holder,Baking,Drying, Silicone mats for Microwave,Dishwasher Safe - Splatter Guard, Set of 3,Grey,Blue", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "GUYDREMAT 12-Inch Silicone Baking Round Mats Set of 2 - Non-Stick, Heatproof Up to 480\u00b0F, Flexible for Large Pizza, Cakes, Pastries, Bread, Stackable Storage, Fits Toaster Ovens", "asin": "", "price": "$9.49", "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": "2025-03-26T00:33:25.026Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"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\": \"fewaf\"}],\n\"cart_items\": [{\"title\": \"Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls\", \"asin\": \"B0798DVT68\", \"price\": \"$35.49\", \"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:36:44.929Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "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": "fewaf"}],
"cart_items": [{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}]
<|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": "2025-03-26T00:36:44.929Z", // 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>
|
2025-03-26T00:36:44.929Z
|
click
|
nav_bar
|
rule
|
2025-03-26T00:36:44.929Z
|
click
|
nav_bar
|
train
| 504 |
2025-03-26T00:36:44.929Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "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": "fewaf"}],
"cart_items": [{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}]
<|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": "2025-03-26T00:36:44.929Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"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\": \"Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls\", \"asin\": \"B0798DVT68\", \"price\": \"$35.49\", \"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:36:48.444Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "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": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}]
<|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": "2025-03-26T00:36:48.444Z", // 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>
|
2025-03-26T00:36:48.444Z
|
click
|
nav_bar
|
rule
|
2025-03-26T00:36:48.444Z
|
click
|
nav_bar
|
train
| 505 |
2025-03-26T00:36:48.444Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "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": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}]
<|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": "2025-03-26T00:36:48.444Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"2025-03-26T00:36:56.578Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-03-26T00:36:56.578Z", // 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>
|
2025-03-26T00:36:56.578Z
|
click
|
suggested_term
|
rule
|
2025-03-26T00:36:56.578Z
|
click
|
suggested_term
|
train
| 506 |
2025-03-26T00:36:56.578Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-03-26T00:36:56.578Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"gift for 5 years old\"}],\n\"cart_items\": [{\"title\": \"Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls\", \"asin\": \"B0798DVT68\", \"price\": \"$35.49\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"GILI Pop Beads - Jewelry Making Kit for 3 4 5 6 7 8 Year Old Little Girls - Arts and Crafts Toys for Kids Age 4yr-8yr - Necklace Bracelet Creativity Snap Set Top Best Christmas Birthday Gifts (500pcs)\", \"asin\": \"B0727P9R1H\"}],\n\"search_results\": [{\"title\": \"Amazmic Kids Karaoke Microphone Machine Toys for Girls Bluetooth Microphone with LED Light, Birthday Gift for Girls Boys 3 4 5 6 7 8 9 10 11 12 Year Old Kids Toys(Blue)\", \"asin\": \"B08GJP4HHB\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"2 Pack Hover Soccer Ball with 8 Pcs Batteries, Air Floating Soccer Toy with LED Lights and Foam Bumper, Indoor Games for Kids 4-8-12, Toys Gifts for 3 4 5 6 7 8 9 Year Old Boys Girls\", \"asin\": \"B0B61B4T5J\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Voice Changer for Kids - Easter Gifts - Voice Changing Device for Boys & Girls Ages 3-8+ Olds - Birthday Gifts for 3, 4, 5, 7, 8 Year Old Boy - Cool Outdoor Toys Gift Ideas for Kid, Toddler\", \"asin\": \"B0CHX4W2HH\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Kids Camera Instant Print, Christmas Birthday Gifts for Kids Age 3-12, Selfie Digital Camera with 1080P Videos,Toddler Portable Travel Camera Toy for 4 5 6 7 8 9 Year Old Boys Girls-Blue\", \"asin\": \"B0BTM72KLT\", \"price\": \"$31.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"ESSENSON Binoculars for Kids Toys Gifts for Age 3, 4, 5, 6, 7, 8, 9, 10+ Years Old Boys Girls Kids Telescope Outdoor Toys for Sports and Outside Play, Bird Watching, Birthday Presents(Blue)\", \"asin\": \"B094PPC8KP\", \"price\": \"$5.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Instant Print Camera for Kids,2.4 Inch Screen Kids Instant Cameras, Christmas Birthday Gifts for Girls Age 3-12, Portable Toddler Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Purple\", \"asin\": \"B0C6F21D9C\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Microscope for Kids - Portable Handheld Magnifying Glass for Kids - Mini Digital Microscope for Kids Educational Science Toys, Christmas Birthday Gifts for Age 3 4 5 6 7 8 Girls&Boys \\uff08Pink\\uff09\", \"asin\": \"B0D56PZ8VK\", \"price\": \"$21.56\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Dan&Darci Foil Art Kit for Kids - Arts and Crafts for Kid Ages 4-8, 4-6, 5-7, 5-8, 6-8 - 5 Year Old Girl Gifts - Fun Kits Projects Activities - Girls Birthday Gift - Craft Age 4 5 6 7 8 Years\", \"asin\": \"B0DH6PD2ZB\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Thu, Mar 27\"},\n{\"title\": \"Doctor Jupiter My First Science Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8-12 Year Old Boys & Girls| Toy Stem Kit with 100+ Experiments| Learning & Educational, Preschool Activities\", \"asin\": \"B09XGMHGJ3\", \"price\": \"$25.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"hahaland Toys for Ages 5-7 - Interactive Whack A Game with Sound and Light Stem Montessori Toy Fun Gifts for Early Learning Education Birthday Gift for Kids Age 3 4 5 6 7 8 Years Old Boys Girls\", \"asin\": \"B0BZVRYVQ9\", \"price\": \"$25.30\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Mini Karaoke Machine Toys Gifts: Kids Toys Easter Birthday Gifts for 4 5 6 7 8 9 Years Old Girl Boy LED Portable Bluetooth Speaker with 2 Wireless Microphone Girl Boy Kid Adult Gift Age 3-12+\", \"asin\": \"B0DFCR699K\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Karaoke Machine for Kids Adults, Karaoke Toys Gifts for Girls Boys, Portable Bluetooth Speaker with Wireless Microphone, Birthday Gifts for Girls Boys Ages 4, 5, 6, 7, 8, 9, 10, 12+ Years Old\", \"asin\": \"B0CNX715QB\", \"price\": \"$17.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Toys for 3-7 Year Old Boys: LET'S GO! Binoculars for Kids with Bird Watching Manual Easter Birthday Gifts for 4 5 6 7 8 Year Old Boy Girls Outdoor Toy for Kid Ages 5-7 Toddler Camping Telescope\", \"asin\": \"B0C2CF4HHH\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Kids Camera Toys for Girls Age 3-8, Kids Digital Camera Toddler Camera for 3 4 5 6 7 8 Years Old Birthday Gifts, 1080P Video Camera with Cute Protective Cover & 32GB SD Card\", \"asin\": \"B0CZ4CPDWK\", \"price\": \"$16.14\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Toys for Ages 5-7 Boys Girls, Walkie Talkies for Kids 1000FT Range 2 Channels 2 Way Radio Toy Christmas Birthday Gifts for Girls Boys Ages 3 4 5 6 7 8 9 Camping Hiking Outdoor Games\", \"asin\": \"B0D6B72WH4\", \"price\": \"$13.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Kids Camera Instant Camera, Kids for 3-12 Year Old Girls Boys, Kids Digital Camera Instant Print with Print Paper, Toddler Kids Toys, 4 5 6 7 8 9 10 Year Old Girl Gifts\", \"asin\": \"B0DDT8TJPJ\", \"price\": \"$26.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"50+ Lab Experiments Science Kits for Kids - STEM Projects Educational Scientific Toys for Kids 4 5 6 7 8 9 10 12 Years Old, Christmas Birthday Gifts for Boys and Girls, Learning & Education\", \"asin\": \"B0D3TKH588\", \"price\": \"$12.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Root Viewer Kit for Kids - Easter Gifts - Grow Your Own Plant for Boys & Girls - Science STEM Toy & Craft Growing Kits for Ages 4-8 Birthday Gifts for Boy, Girl 4, 5, 6, 7, 8, Year Old - Gardening Toy\", \"asin\": \"B0CRK33YXD\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Dance Mat Toys for 3-12 Years Old Girls Birthday Gifts, Musical Dance Mat for Kids, Dance Pad with LED Lights, 6 Game Modes, Built-in Music, Adjustable Volume, Christmas Birthday Gifts for Boys Girls\", \"asin\": \"B09YRQWCC5\"},\n{\"title\": \"Ankuka Toys Karaoke Microphone Machine for Kids, 4-12 Years Old Girls Birthday Gifts, Portable Speaker with 2 Kids Microphone Toys for Girls Boys Age 3, 4, 5, 6, 7, 8, 9, 10+Year Old- Purple Color\", \"asin\": \"B0CHJMVCFH\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Mar 27\"},\n{\"title\": \"Toys for Girls 4-6, Drawing Projector for Kids, Art Sketch Projector Drawing and Tracing Include 64 Projection Image, Color Pen, Drawing Stencil, Kids Learn How to Draw Toys Set for Boys Girl ages 3-5\", \"asin\": \"B09FL4Z3FY\", \"price\": \"$28.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Mini Karaoke Machine for Kids Adults,Portable Bluetooth Speaker, 1-2 Wireless Microphones with Fun Voice Changing Function-Toys for 5 6 7 8 9 10 Year Old Girl Boys Birthday Gifts Ideas\", \"asin\": \"B0D8VJGMGJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Obuby Toys for 3-12 Year Old Boys Walkie Talkies for Kids 22 Channels 2 Way Radio Gifts Toys with Backlit LCD Flashlight 3 KMs Range for Age 3 up Boy and Girls to Outside , Hiking, Camping\", \"asin\": \"B07TQLRGJR\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Thu, Mar 27\"},\n{\"title\": \"Smartivity Magic Science Kit for Kids Ages 4, 5, 6, 7, 8 Years | 50+ Amazing Science Experiments I Birthday Gifts for Boys & Girls | I Educational Toy for Kids Age 4-8 Years Old\", \"asin\": \"B0BZDJ92Y3\", \"price\": \"$25.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Skillmatics Storybook Art Kit - Unicorn & Princesses, Easter Basket Stuffers, Write & Create Fairytale Stories, Creative Activity for Girls & Boys, Gifts for Kids Ages 5, 6, 7, 8, 9, 10\", \"asin\": \"B0CMH9HN74\", \"price\": \"$24.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Flooyes Dance Mat Toys for 3-12 Year Old Kids, Electronic Dance Pad with Light-up 6-Button Wireless Bluetooth, Music Dance with 5 Game Modes, Birthday Toys Gifts for 3 4 5 6 7 8 9 10+ Year Old Girls\", \"asin\": \"B0B4JXZJYY\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Story Magic Storybook Maker by Horizon Group USA, Create Your Own Stories, Hardcover Storybook, Includes Stickers, Markers, Punch Outs, Unicorn Mask, 200+ Storytelling Materials, Perfect for Ages 4+\", \"asin\": \"B084DZ9YKG\", \"price\": \"$25.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Mini Karaoke Machine,Funny Toys Christmas Birthday Gifts for Kids Age 4-12 Girls,Boys,Adults,MEGUO Karaoke Microphone Toys for 4,5,6,7,8,9,10,11,12+ Year Old Girls Boys Kids Birthday Party\", \"asin\": \"B0BS5953ZK\", \"price\": \"$16.14\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"YLL Karaoke Machine for Kids Adults, Portable Mini Bluetooth Speaker with Wireless Microphone, Birthday Easter Gifts Toys for Girls Boys 4, 5, 6, 7, 8, 9, 10 +Year Old (Purple 1 Mic)\", \"asin\": \"B0CHS6J88M\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Instant Print Camera for Kids - Christmas Birthday Girls Gifts for Age 3 4 5 6 7 8 9 10 Year Old, 2.4 Inch Screen Kids Instant Camera, Kid Digital Video Cameras Toys with 32 GB SD Card\", \"asin\": \"B0DB5TQSSY\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Headband Making Kit for Girls - Easter Arts & Crafts -Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts\", \"asin\": \"B0B3WTSVSV\", \"price\": \"$14.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"FUNZBO 520+ Snap Pop Beads - Beads for Jewelry Making Kit, Arts and Crafts for Kids Ages 4-8, Toys for Girls Age 3 4 5 6 7 8 Years Old Birthday Easter Gift, Bracelet Necklace Ring Supplies Snap Set\", \"asin\": \"B07TFTGSR8\", \"price\": \"$16.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Kids Camera Toddler Camera, Kids Digital Camera Instant Print, 1080P Video Camera for Kids with 32GB SD Card, Childrens Toy Camera Easter Birthday Gifts for Boys Girls 3 4 5 6 7 8 9 10 11 12 Year Old\", \"asin\": \"B0CSW8719G\", \"price\": \"$28.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Bubble Gun, 69 Holes Bubble Machine Bubbles Kids Toys for Boys Girls Age 3 4 5 6 7 8 9 10 11 12 Year Old, Summer Outdoor Toy Birthday Wedding Party Favors Gifts\", \"asin\": \"B0B4SGMFW4\", \"price\": \"$24.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Doctor Jupiter My First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Boys & Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series\", \"asin\": \"B0D17X5QNF\", \"price\": \"$21.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Light Up Tracing Pad for Kids - Easter Arts & Crafts Writing Drawing Tracer Board, Craft Kit for Girls & Boys Ages 6-12 - Birthday Toys Gifts Ideas for Girl or Boy 6+ Year Old Gift Toy - 6 7 8 9 10\", \"asin\": \"B0CZM89L46\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Science Experiment Kit for Kids, Boys & Girls Age 4-5-6-7-8, Birthday Gift for 4-8 Year Old Boys & Girls, STEM Learning & Educational Toys, Preschool Activities (Science Magic Kit)\", \"asin\": \"B0D2DR3F57\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Thu, Mar 27\"},\n{\"title\": \"ZMLM Scratch Paper Art-Crafts Gift: 2 Pack Rainbow Notebooks Supplies Toys Easter Basket Stuffers for 3 4 5 6 7 8 9 10 Years Old Girls and Boys Kids Birthday Party Games (Pink)\", \"asin\": \"B08HMHWXWG\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Water Marbling Paint for Kids - Arts and Crafts for Girls & Boys Crafts Kits Ideal Gifts for Kids Age 3-5 4-8 8-12\", \"asin\": \"B091TVHTD3\", \"price\": \"$13.59\", \"delivery\": \" Two-Day FREE delivery Thu, Mar 27\"},\n{\"title\": \"Dan&Darci Light-Up Unicorn Terrarium Kit for Kids - Kid Birthday Easter Gifts - Best Unicorn Toys & Activities Kits Presents - Arts & Crafts for Little Girls & Boys Age 4 5 6 7 8-12 Year Old Girl Gift\", \"asin\": \"B09GPY6J8K\", \"price\": \"$21.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Skillmatics Indoor Scavenger Hunt Card Game - Found It, Learning Toys, Educational, Gifts for Kids, Boys, Girls and Families, for Ages 4, 5, 6, 7, Perfect for Home, School, Playdates\", \"asin\": \"B098B2XJJ6\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Mini Karaoke Machine for Kids Girls,Toys Birthday Gifts for Ages 4 5 6 7 8+ Year Old,Protable Bluetooth Speaker with 2 Wireless Microphone for Singing Party Outdoor Play (Pink)\", \"asin\": \"B0DHRXSZGH\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Thu, Mar 27\"},\n{\"title\": \"Kids Toys STEM Board Games - Logic Road Builder Brain Teasers Puzzles for 4 5 6 7 Year Old Boys Girls, Educational Montessori Birthday Gifts for Ages 4-8 Preschool Classroom Learning (28 PCS)\", \"asin\": \"B0B8TVSF6Y\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Apr 6 - 10 for Prime members\"},\n{\"title\": \"hahaland Toys for Ages 5-7 - STEM Toys for 5 Year Old Boy Gift - 5 in 1 Take Apart Trucks Transform to Robot - 6-8 Year Old Birthday Gift Ideas - Boys Toys Age 4-6 - Kids Easter Basket Stuffers\", \"asin\": \"B08HCRSTY9\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"HopeRock Hover Soccer Ball Toys for 3-12 Year Old Boys Girls, Indoor and Outdoor Creative Toys for Toddlers with Foam Bumper, Birthday Gifts for 3 4 5 6 7 8+ Year Old Children's\", \"asin\": \"B0B6HXZ69W\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Water Marbling Paint Kit, Arts and Crafts For Kids,Birthday Gifts for Girls Boys 3+Years Old, Toys For Ages 8-13 5-7 3-6, Art Supplies for Kids\", \"asin\": \"B09261VQ6J\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Kids Mini Karaoke Machine with Wireless Microphone (5 Voices Changing) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Portable Karaoke Machine for Family Home Party Pink\", \"asin\": \"B0CFL2W5WL\", \"price\": \"$18.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"},\n{\"title\": \"Jenria Unicorn Gifts for Girls, Girls Toys Age 6-8, Easter Gifts Birthday Gifts for Girls Age 3 4 5 6 7 8 Years Old Girl Birthday Gift Ideas, Unicorn Toys, for Daughter, Niece\", \"asin\": \"B0CH6TGP4V\", \"price\": \"$28.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 26\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-26T00:46:26.482Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "gift for 5 years old"}],
"cart_items": [{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}],
"ads": [{"title": "GILI Pop Beads - Jewelry Making Kit for 3 4 5 6 7 8 Year Old Little Girls - Arts and Crafts Toys for Kids Age 4yr-8yr - Necklace Bracelet Creativity Snap Set Top Best Christmas Birthday Gifts (500pcs)", "asin": "B0727P9R1H"}],
"search_results": [{"title": "Amazmic Kids Karaoke Microphone Machine Toys for Girls Bluetooth Microphone with LED Light, Birthday Gift for Girls Boys 3 4 5 6 7 8 9 10 11 12 Year Old Kids Toys(Blue)", "asin": "B08GJP4HHB", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "2 Pack Hover Soccer Ball with 8 Pcs Batteries, Air Floating Soccer Toy with LED Lights and Foam Bumper, Indoor Games for Kids 4-8-12, Toys Gifts for 3 4 5 6 7 8 9 Year Old Boys Girls", "asin": "B0B61B4T5J", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Voice Changer for Kids - Easter Gifts - Voice Changing Device for Boys & Girls Ages 3-8+ Olds - Birthday Gifts for 3, 4, 5, 7, 8 Year Old Boy - Cool Outdoor Toys Gift Ideas for Kid, Toddler", "asin": "B0CHX4W2HH", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Kids Camera Instant Print, Christmas Birthday Gifts for Kids Age 3-12, Selfie Digital Camera with 1080P Videos,Toddler Portable Travel Camera Toy for 4 5 6 7 8 9 Year Old Boys Girls-Blue", "asin": "B0BTM72KLT", "price": "$31.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "ESSENSON Binoculars for Kids Toys Gifts for Age 3, 4, 5, 6, 7, 8, 9, 10+ Years Old Boys Girls Kids Telescope Outdoor Toys for Sports and Outside Play, Bird Watching, Birthday Presents(Blue)", "asin": "B094PPC8KP", "price": "$5.94", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Instant Print Camera for Kids,2.4 Inch Screen Kids Instant Cameras, Christmas Birthday Gifts for Girls Age 3-12, Portable Toddler Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Purple", "asin": "B0C6F21D9C", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Microscope for Kids - Portable Handheld Magnifying Glass for Kids - Mini Digital Microscope for Kids Educational Science Toys, Christmas Birthday Gifts for Age 3 4 5 6 7 8 Girls&Boys \uff08Pink\uff09", "asin": "B0D56PZ8VK", "price": "$21.56", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Dan&Darci Foil Art Kit for Kids - Arts and Crafts for Kid Ages 4-8, 4-6, 5-7, 5-8, 6-8 - 5 Year Old Girl Gifts - Fun Kits Projects Activities - Girls Birthday Gift - Craft Age 4 5 6 7 8 Years", "asin": "B0DH6PD2ZB", "price": "$11.99", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "Doctor Jupiter My First Science Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8-12 Year Old Boys & Girls| Toy Stem Kit with 100+ Experiments| Learning & Educational, Preschool Activities", "asin": "B09XGMHGJ3", "price": "$25.40", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "hahaland Toys for Ages 5-7 - Interactive Whack A Game with Sound and Light Stem Montessori Toy Fun Gifts for Early Learning Education Birthday Gift for Kids Age 3 4 5 6 7 8 Years Old Boys Girls", "asin": "B0BZVRYVQ9", "price": "$25.30", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Mini Karaoke Machine Toys Gifts: Kids Toys Easter Birthday Gifts for 4 5 6 7 8 9 Years Old Girl Boy LED Portable Bluetooth Speaker with 2 Wireless Microphone Girl Boy Kid Adult Gift Age 3-12+", "asin": "B0DFCR699K", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Karaoke Machine for Kids Adults, Karaoke Toys Gifts for Girls Boys, Portable Bluetooth Speaker with Wireless Microphone, Birthday Gifts for Girls Boys Ages 4, 5, 6, 7, 8, 9, 10, 12+ Years Old", "asin": "B0CNX715QB", "price": "$17.51", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Toys for 3-7 Year Old Boys: LET'S GO! Binoculars for Kids with Bird Watching Manual Easter Birthday Gifts for 4 5 6 7 8 Year Old Boy Girls Outdoor Toy for Kid Ages 5-7 Toddler Camping Telescope", "asin": "B0C2CF4HHH", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Kids Camera Toys for Girls Age 3-8, Kids Digital Camera Toddler Camera for 3 4 5 6 7 8 Years Old Birthday Gifts, 1080P Video Camera with Cute Protective Cover & 32GB SD Card", "asin": "B0CZ4CPDWK", "price": "$16.14", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Toys for Ages 5-7 Boys Girls, Walkie Talkies for Kids 1000FT Range 2 Channels 2 Way Radio Toy Christmas Birthday Gifts for Girls Boys Ages 3 4 5 6 7 8 9 Camping Hiking Outdoor Games", "asin": "B0D6B72WH4", "price": "$13.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Kids Camera Instant Camera, Kids for 3-12 Year Old Girls Boys, Kids Digital Camera Instant Print with Print Paper, Toddler Kids Toys, 4 5 6 7 8 9 10 Year Old Girl Gifts", "asin": "B0DDT8TJPJ", "price": "$26.09", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "50+ Lab Experiments Science Kits for Kids - STEM Projects Educational Scientific Toys for Kids 4 5 6 7 8 9 10 12 Years Old, Christmas Birthday Gifts for Boys and Girls, Learning & Education", "asin": "B0D3TKH588", "price": "$12.74", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Root Viewer Kit for Kids - Easter Gifts - Grow Your Own Plant for Boys & Girls - Science STEM Toy & Craft Growing Kits for Ages 4-8 Birthday Gifts for Boy, Girl 4, 5, 6, 7, 8, Year Old - Gardening Toy", "asin": "B0CRK33YXD", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Dance Mat Toys for 3-12 Years Old Girls Birthday Gifts, Musical Dance Mat for Kids, Dance Pad with LED Lights, 6 Game Modes, Built-in Music, Adjustable Volume, Christmas Birthday Gifts for Boys Girls", "asin": "B09YRQWCC5"},
{"title": "Ankuka Toys Karaoke Microphone Machine for Kids, 4-12 Years Old Girls Birthday Gifts, Portable Speaker with 2 Kids Microphone Toys for Girls Boys Age 3, 4, 5, 6, 7, 8, 9, 10+Year Old- Purple Color", "asin": "B0CHJMVCFH", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "Toys for Girls 4-6, Drawing Projector for Kids, Art Sketch Projector Drawing and Tracing Include 64 Projection Image, Color Pen, Drawing Stencil, Kids Learn How to Draw Toys Set for Boys Girl ages 3-5", "asin": "B09FL4Z3FY", "price": "$28.79", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Mini Karaoke Machine for Kids Adults,Portable Bluetooth Speaker, 1-2 Wireless Microphones with Fun Voice Changing Function-Toys for 5 6 7 8 9 10 Year Old Girl Boys Birthday Gifts Ideas", "asin": "B0D8VJGMGJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Obuby Toys for 3-12 Year Old Boys Walkie Talkies for Kids 22 Channels 2 Way Radio Gifts Toys with Backlit LCD Flashlight 3 KMs Range for Age 3 up Boy and Girls to Outside , Hiking, Camping", "asin": "B07TQLRGJR", "price": "$24.99", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "Smartivity Magic Science Kit for Kids Ages 4, 5, 6, 7, 8 Years | 50+ Amazing Science Experiments I Birthday Gifts for Boys & Girls | I Educational Toy for Kids Age 4-8 Years Old", "asin": "B0BZDJ92Y3", "price": "$25.19", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Skillmatics Storybook Art Kit - Unicorn & Princesses, Easter Basket Stuffers, Write & Create Fairytale Stories, Creative Activity for Girls & Boys, Gifts for Kids Ages 5, 6, 7, 8, 9, 10", "asin": "B0CMH9HN74", "price": "$24.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Flooyes Dance Mat Toys for 3-12 Year Old Kids, Electronic Dance Pad with Light-up 6-Button Wireless Bluetooth, Music Dance with 5 Game Modes, Birthday Toys Gifts for 3 4 5 6 7 8 9 10+ Year Old Girls", "asin": "B0B4JXZJYY", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Story Magic Storybook Maker by Horizon Group USA, Create Your Own Stories, Hardcover Storybook, Includes Stickers, Markers, Punch Outs, Unicorn Mask, 200+ Storytelling Materials, Perfect for Ages 4+", "asin": "B084DZ9YKG", "price": "$25.75", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Mini Karaoke Machine,Funny Toys Christmas Birthday Gifts for Kids Age 4-12 Girls,Boys,Adults,MEGUO Karaoke Microphone Toys for 4,5,6,7,8,9,10,11,12+ Year Old Girls Boys Kids Birthday Party", "asin": "B0BS5953ZK", "price": "$16.14", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "YLL Karaoke Machine for Kids Adults, Portable Mini Bluetooth Speaker with Wireless Microphone, Birthday Easter Gifts Toys for Girls Boys 4, 5, 6, 7, 8, 9, 10 +Year Old (Purple 1 Mic)", "asin": "B0CHS6J88M", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Instant Print Camera for Kids - Christmas Birthday Girls Gifts for Age 3 4 5 6 7 8 9 10 Year Old, 2.4 Inch Screen Kids Instant Camera, Kid Digital Video Cameras Toys with 32 GB SD Card", "asin": "B0DB5TQSSY", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Headband Making Kit for Girls - Easter Arts & Crafts -Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$14.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "FUNZBO 520+ Snap Pop Beads - Beads for Jewelry Making Kit, Arts and Crafts for Kids Ages 4-8, Toys for Girls Age 3 4 5 6 7 8 Years Old Birthday Easter Gift, Bracelet Necklace Ring Supplies Snap Set", "asin": "B07TFTGSR8", "price": "$16.85", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Kids Camera Toddler Camera, Kids Digital Camera Instant Print, 1080P Video Camera for Kids with 32GB SD Card, Childrens Toy Camera Easter Birthday Gifts for Boys Girls 3 4 5 6 7 8 9 10 11 12 Year Old", "asin": "B0CSW8719G", "price": "$28.79", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Bubble Gun, 69 Holes Bubble Machine Bubbles Kids Toys for Boys Girls Age 3 4 5 6 7 8 9 10 11 12 Year Old, Summer Outdoor Toy Birthday Wedding Party Favors Gifts", "asin": "B0B4SGMFW4", "price": "$24.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 26 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Doctor Jupiter My First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Boys & Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17X5QNF", "price": "$21.24", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Light Up Tracing Pad for Kids - Easter Arts & Crafts Writing Drawing Tracer Board, Craft Kit for Girls & Boys Ages 6-12 - Birthday Toys Gifts Ideas for Girl or Boy 6+ Year Old Gift Toy - 6 7 8 9 10", "asin": "B0CZM89L46", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Science Experiment Kit for Kids, Boys & Girls Age 4-5-6-7-8, Birthday Gift for 4-8 Year Old Boys & Girls, STEM Learning & Educational Toys, Preschool Activities (Science Magic Kit)", "asin": "B0D2DR3F57", "price": "$11.99", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "ZMLM Scratch Paper Art-Crafts Gift: 2 Pack Rainbow Notebooks Supplies Toys Easter Basket Stuffers for 3 4 5 6 7 8 9 10 Years Old Girls and Boys Kids Birthday Party Games (Pink)", "asin": "B08HMHWXWG", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Water Marbling Paint for Kids - Arts and Crafts for Girls & Boys Crafts Kits Ideal Gifts for Kids Age 3-5 4-8 8-12", "asin": "B091TVHTD3", "price": "$13.59", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "Dan&Darci Light-Up Unicorn Terrarium Kit for Kids - Kid Birthday Easter Gifts - Best Unicorn Toys & Activities Kits Presents - Arts & Crafts for Little Girls & Boys Age 4 5 6 7 8-12 Year Old Girl Gift", "asin": "B09GPY6J8K", "price": "$21.24", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Skillmatics Indoor Scavenger Hunt Card Game - Found It, Learning Toys, Educational, Gifts for Kids, Boys, Girls and Families, for Ages 4, 5, 6, 7, Perfect for Home, School, Playdates", "asin": "B098B2XJJ6", "price": "$11.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Mini Karaoke Machine for Kids Girls,Toys Birthday Gifts for Ages 4 5 6 7 8+ Year Old,Protable Bluetooth Speaker with 2 Wireless Microphone for Singing Party Outdoor Play (Pink)", "asin": "B0DHRXSZGH", "price": "$13.99", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "Kids Toys STEM Board Games - Logic Road Builder Brain Teasers Puzzles for 4 5 6 7 Year Old Boys Girls, Educational Montessori Birthday Gifts for Ages 4-8 Preschool Classroom Learning (28 PCS)", "asin": "B0B8TVSF6Y", "price": "$18.99", "delivery": "FREE delivery Apr 6 - 10 for Prime members"},
{"title": "hahaland Toys for Ages 5-7 - STEM Toys for 5 Year Old Boy Gift - 5 in 1 Take Apart Trucks Transform to Robot - 6-8 Year Old Birthday Gift Ideas - Boys Toys Age 4-6 - Kids Easter Basket Stuffers", "asin": "B08HCRSTY9", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "HopeRock Hover Soccer Ball Toys for 3-12 Year Old Boys Girls, Indoor and Outdoor Creative Toys for Toddlers with Foam Bumper, Birthday Gifts for 3 4 5 6 7 8+ Year Old Children's", "asin": "B0B6HXZ69W", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Water Marbling Paint Kit, Arts and Crafts For Kids,Birthday Gifts for Girls Boys 3+Years Old, Toys For Ages 8-13 5-7 3-6, Art Supplies for Kids", "asin": "B09261VQ6J", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Kids Mini Karaoke Machine with Wireless Microphone (5 Voices Changing) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Portable Karaoke Machine for Family Home Party Pink", "asin": "B0CFL2W5WL", "price": "$18.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Jenria Unicorn Gifts for Girls, Girls Toys Age 6-8, Easter Gifts Birthday Gifts for Girls Age 3 4 5 6 7 8 Years Old Girl Birthday Gift Ideas, Unicorn Toys, for Daughter, Niece", "asin": "B0CH6TGP4V", "price": "$28.79", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"}]
<|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": "2025-03-26T00:46:26.482Z", // 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>
|
2025-03-26T00:46:26.482Z
|
click_product
|
B0B61B4T5J
|
rule
|
2025-03-26T00:46:26.482Z
|
click_product
|
B0B61B4T5J
|
train
| 507 |
2025-03-26T00:46:26.482Z
|
click_product
|
B0B61B4T5J
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "gift for 5 years old"}],
"cart_items": [{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}],
"ads": [{"title": "GILI Pop Beads - Jewelry Making Kit for 3 4 5 6 7 8 Year Old Little Girls - Arts and Crafts Toys for Kids Age 4yr-8yr - Necklace Bracelet Creativity Snap Set Top Best Christmas Birthday Gifts (500pcs)", "asin": "B0727P9R1H"}],
"search_results": [{"title": "Amazmic Kids Karaoke Microphone Machine Toys for Girls Bluetooth Microphone with LED Light, Birthday Gift for Girls Boys 3 4 5 6 7 8 9 10 11 12 Year Old Kids Toys(Blue)", "asin": "B08GJP4HHB", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "2 Pack Hover Soccer Ball with 8 Pcs Batteries, Air Floating Soccer Toy with LED Lights and Foam Bumper, Indoor Games for Kids 4-8-12, Toys Gifts for 3 4 5 6 7 8 9 Year Old Boys Girls", "asin": "B0B61B4T5J", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Voice Changer for Kids - Easter Gifts - Voice Changing Device for Boys & Girls Ages 3-8+ Olds - Birthday Gifts for 3, 4, 5, 7, 8 Year Old Boy - Cool Outdoor Toys Gift Ideas for Kid, Toddler", "asin": "B0CHX4W2HH", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Kids Camera Instant Print, Christmas Birthday Gifts for Kids Age 3-12, Selfie Digital Camera with 1080P Videos,Toddler Portable Travel Camera Toy for 4 5 6 7 8 9 Year Old Boys Girls-Blue", "asin": "B0BTM72KLT", "price": "$31.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "ESSENSON Binoculars for Kids Toys Gifts for Age 3, 4, 5, 6, 7, 8, 9, 10+ Years Old Boys Girls Kids Telescope Outdoor Toys for Sports and Outside Play, Bird Watching, Birthday Presents(Blue)", "asin": "B094PPC8KP", "price": "$5.94", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Instant Print Camera for Kids,2.4 Inch Screen Kids Instant Cameras, Christmas Birthday Gifts for Girls Age 3-12, Portable Toddler Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Purple", "asin": "B0C6F21D9C", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Microscope for Kids - Portable Handheld Magnifying Glass for Kids - Mini Digital Microscope for Kids Educational Science Toys, Christmas Birthday Gifts for Age 3 4 5 6 7 8 Girls&Boys \uff08Pink\uff09", "asin": "B0D56PZ8VK", "price": "$21.56", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Dan&Darci Foil Art Kit for Kids - Arts and Crafts for Kid Ages 4-8, 4-6, 5-7, 5-8, 6-8 - 5 Year Old Girl Gifts - Fun Kits Projects Activities - Girls Birthday Gift - Craft Age 4 5 6 7 8 Years", "asin": "B0DH6PD2ZB", "price": "$11.99", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "Doctor Jupiter My First Science Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8-12 Year Old Boys & Girls| Toy Stem Kit with 100+ Experiments| Learning & Educational, Preschool Activities", "asin": "B09XGMHGJ3", "price": "$25.40", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "hahaland Toys for Ages 5-7 - Interactive Whack A Game with Sound and Light Stem Montessori Toy Fun Gifts for Early Learning Education Birthday Gift for Kids Age 3 4 5 6 7 8 Years Old Boys Girls", "asin": "B0BZVRYVQ9", "price": "$25.30", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Mini Karaoke Machine Toys Gifts: Kids Toys Easter Birthday Gifts for 4 5 6 7 8 9 Years Old Girl Boy LED Portable Bluetooth Speaker with 2 Wireless Microphone Girl Boy Kid Adult Gift Age 3-12+", "asin": "B0DFCR699K", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Karaoke Machine for Kids Adults, Karaoke Toys Gifts for Girls Boys, Portable Bluetooth Speaker with Wireless Microphone, Birthday Gifts for Girls Boys Ages 4, 5, 6, 7, 8, 9, 10, 12+ Years Old", "asin": "B0CNX715QB", "price": "$17.51", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Toys for 3-7 Year Old Boys: LET'S GO! Binoculars for Kids with Bird Watching Manual Easter Birthday Gifts for 4 5 6 7 8 Year Old Boy Girls Outdoor Toy for Kid Ages 5-7 Toddler Camping Telescope", "asin": "B0C2CF4HHH", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Kids Camera Toys for Girls Age 3-8, Kids Digital Camera Toddler Camera for 3 4 5 6 7 8 Years Old Birthday Gifts, 1080P Video Camera with Cute Protective Cover & 32GB SD Card", "asin": "B0CZ4CPDWK", "price": "$16.14", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Toys for Ages 5-7 Boys Girls, Walkie Talkies for Kids 1000FT Range 2 Channels 2 Way Radio Toy Christmas Birthday Gifts for Girls Boys Ages 3 4 5 6 7 8 9 Camping Hiking Outdoor Games", "asin": "B0D6B72WH4", "price": "$13.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Kids Camera Instant Camera, Kids for 3-12 Year Old Girls Boys, Kids Digital Camera Instant Print with Print Paper, Toddler Kids Toys, 4 5 6 7 8 9 10 Year Old Girl Gifts", "asin": "B0DDT8TJPJ", "price": "$26.09", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "50+ Lab Experiments Science Kits for Kids - STEM Projects Educational Scientific Toys for Kids 4 5 6 7 8 9 10 12 Years Old, Christmas Birthday Gifts for Boys and Girls, Learning & Education", "asin": "B0D3TKH588", "price": "$12.74", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Root Viewer Kit for Kids - Easter Gifts - Grow Your Own Plant for Boys & Girls - Science STEM Toy & Craft Growing Kits for Ages 4-8 Birthday Gifts for Boy, Girl 4, 5, 6, 7, 8, Year Old - Gardening Toy", "asin": "B0CRK33YXD", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Dance Mat Toys for 3-12 Years Old Girls Birthday Gifts, Musical Dance Mat for Kids, Dance Pad with LED Lights, 6 Game Modes, Built-in Music, Adjustable Volume, Christmas Birthday Gifts for Boys Girls", "asin": "B09YRQWCC5"},
{"title": "Ankuka Toys Karaoke Microphone Machine for Kids, 4-12 Years Old Girls Birthday Gifts, Portable Speaker with 2 Kids Microphone Toys for Girls Boys Age 3, 4, 5, 6, 7, 8, 9, 10+Year Old- Purple Color", "asin": "B0CHJMVCFH", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "Toys for Girls 4-6, Drawing Projector for Kids, Art Sketch Projector Drawing and Tracing Include 64 Projection Image, Color Pen, Drawing Stencil, Kids Learn How to Draw Toys Set for Boys Girl ages 3-5", "asin": "B09FL4Z3FY", "price": "$28.79", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Mini Karaoke Machine for Kids Adults,Portable Bluetooth Speaker, 1-2 Wireless Microphones with Fun Voice Changing Function-Toys for 5 6 7 8 9 10 Year Old Girl Boys Birthday Gifts Ideas", "asin": "B0D8VJGMGJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Obuby Toys for 3-12 Year Old Boys Walkie Talkies for Kids 22 Channels 2 Way Radio Gifts Toys with Backlit LCD Flashlight 3 KMs Range for Age 3 up Boy and Girls to Outside , Hiking, Camping", "asin": "B07TQLRGJR", "price": "$24.99", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "Smartivity Magic Science Kit for Kids Ages 4, 5, 6, 7, 8 Years | 50+ Amazing Science Experiments I Birthday Gifts for Boys & Girls | I Educational Toy for Kids Age 4-8 Years Old", "asin": "B0BZDJ92Y3", "price": "$25.19", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Skillmatics Storybook Art Kit - Unicorn & Princesses, Easter Basket Stuffers, Write & Create Fairytale Stories, Creative Activity for Girls & Boys, Gifts for Kids Ages 5, 6, 7, 8, 9, 10", "asin": "B0CMH9HN74", "price": "$24.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Flooyes Dance Mat Toys for 3-12 Year Old Kids, Electronic Dance Pad with Light-up 6-Button Wireless Bluetooth, Music Dance with 5 Game Modes, Birthday Toys Gifts for 3 4 5 6 7 8 9 10+ Year Old Girls", "asin": "B0B4JXZJYY", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Story Magic Storybook Maker by Horizon Group USA, Create Your Own Stories, Hardcover Storybook, Includes Stickers, Markers, Punch Outs, Unicorn Mask, 200+ Storytelling Materials, Perfect for Ages 4+", "asin": "B084DZ9YKG", "price": "$25.75", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Mini Karaoke Machine,Funny Toys Christmas Birthday Gifts for Kids Age 4-12 Girls,Boys,Adults,MEGUO Karaoke Microphone Toys for 4,5,6,7,8,9,10,11,12+ Year Old Girls Boys Kids Birthday Party", "asin": "B0BS5953ZK", "price": "$16.14", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "YLL Karaoke Machine for Kids Adults, Portable Mini Bluetooth Speaker with Wireless Microphone, Birthday Easter Gifts Toys for Girls Boys 4, 5, 6, 7, 8, 9, 10 +Year Old (Purple 1 Mic)", "asin": "B0CHS6J88M", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Instant Print Camera for Kids - Christmas Birthday Girls Gifts for Age 3 4 5 6 7 8 9 10 Year Old, 2.4 Inch Screen Kids Instant Camera, Kid Digital Video Cameras Toys with 32 GB SD Card", "asin": "B0DB5TQSSY", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Headband Making Kit for Girls - Easter Arts & Crafts -Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$14.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "FUNZBO 520+ Snap Pop Beads - Beads for Jewelry Making Kit, Arts and Crafts for Kids Ages 4-8, Toys for Girls Age 3 4 5 6 7 8 Years Old Birthday Easter Gift, Bracelet Necklace Ring Supplies Snap Set", "asin": "B07TFTGSR8", "price": "$16.85", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Kids Camera Toddler Camera, Kids Digital Camera Instant Print, 1080P Video Camera for Kids with 32GB SD Card, Childrens Toy Camera Easter Birthday Gifts for Boys Girls 3 4 5 6 7 8 9 10 11 12 Year Old", "asin": "B0CSW8719G", "price": "$28.79", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Bubble Gun, 69 Holes Bubble Machine Bubbles Kids Toys for Boys Girls Age 3 4 5 6 7 8 9 10 11 12 Year Old, Summer Outdoor Toy Birthday Wedding Party Favors Gifts", "asin": "B0B4SGMFW4", "price": "$24.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 26 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Doctor Jupiter My First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Boys & Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17X5QNF", "price": "$21.24", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Light Up Tracing Pad for Kids - Easter Arts & Crafts Writing Drawing Tracer Board, Craft Kit for Girls & Boys Ages 6-12 - Birthday Toys Gifts Ideas for Girl or Boy 6+ Year Old Gift Toy - 6 7 8 9 10", "asin": "B0CZM89L46", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Science Experiment Kit for Kids, Boys & Girls Age 4-5-6-7-8, Birthday Gift for 4-8 Year Old Boys & Girls, STEM Learning & Educational Toys, Preschool Activities (Science Magic Kit)", "asin": "B0D2DR3F57", "price": "$11.99", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "ZMLM Scratch Paper Art-Crafts Gift: 2 Pack Rainbow Notebooks Supplies Toys Easter Basket Stuffers for 3 4 5 6 7 8 9 10 Years Old Girls and Boys Kids Birthday Party Games (Pink)", "asin": "B08HMHWXWG", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Water Marbling Paint for Kids - Arts and Crafts for Girls & Boys Crafts Kits Ideal Gifts for Kids Age 3-5 4-8 8-12", "asin": "B091TVHTD3", "price": "$13.59", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "Dan&Darci Light-Up Unicorn Terrarium Kit for Kids - Kid Birthday Easter Gifts - Best Unicorn Toys & Activities Kits Presents - Arts & Crafts for Little Girls & Boys Age 4 5 6 7 8-12 Year Old Girl Gift", "asin": "B09GPY6J8K", "price": "$21.24", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Skillmatics Indoor Scavenger Hunt Card Game - Found It, Learning Toys, Educational, Gifts for Kids, Boys, Girls and Families, for Ages 4, 5, 6, 7, Perfect for Home, School, Playdates", "asin": "B098B2XJJ6", "price": "$11.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Mini Karaoke Machine for Kids Girls,Toys Birthday Gifts for Ages 4 5 6 7 8+ Year Old,Protable Bluetooth Speaker with 2 Wireless Microphone for Singing Party Outdoor Play (Pink)", "asin": "B0DHRXSZGH", "price": "$13.99", "delivery": " Two-Day FREE delivery Thu, Mar 27"},
{"title": "Kids Toys STEM Board Games - Logic Road Builder Brain Teasers Puzzles for 4 5 6 7 Year Old Boys Girls, Educational Montessori Birthday Gifts for Ages 4-8 Preschool Classroom Learning (28 PCS)", "asin": "B0B8TVSF6Y", "price": "$18.99", "delivery": "FREE delivery Apr 6 - 10 for Prime members"},
{"title": "hahaland Toys for Ages 5-7 - STEM Toys for 5 Year Old Boy Gift - 5 in 1 Take Apart Trucks Transform to Robot - 6-8 Year Old Birthday Gift Ideas - Boys Toys Age 4-6 - Kids Easter Basket Stuffers", "asin": "B08HCRSTY9", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "HopeRock Hover Soccer Ball Toys for 3-12 Year Old Boys Girls, Indoor and Outdoor Creative Toys for Toddlers with Foam Bumper, Birthday Gifts for 3 4 5 6 7 8+ Year Old Children's", "asin": "B0B6HXZ69W", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Water Marbling Paint Kit, Arts and Crafts For Kids,Birthday Gifts for Girls Boys 3+Years Old, Toys For Ages 8-13 5-7 3-6, Art Supplies for Kids", "asin": "B09261VQ6J", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Kids Mini Karaoke Machine with Wireless Microphone (5 Voices Changing) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Portable Karaoke Machine for Family Home Party Pink", "asin": "B0CFL2W5WL", "price": "$18.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"},
{"title": "Jenria Unicorn Gifts for Girls, Girls Toys Age 6-8, Easter Gifts Birthday Gifts for Girls Age 3 4 5 6 7 8 Years Old Girl Birthday Gift Ideas, Unicorn Toys, for Daughter, Niece", "asin": "B0CH6TGP4V", "price": "$28.79", "delivery": " One-Day FREE delivery Tomorrow, Mar 26"}]
<|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": "2025-03-26T00:46:26.482Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n<|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\": \"2025-03-27T00:55:40.828Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
<|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": "2025-03-27T00:55:40.828Z", // 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>
|
2025-03-27T00:55:40.828Z
|
click
|
search
|
rule
|
2025-03-27T00:55:40.828Z
|
click
|
search
|
train
| 508 |
2025-03-27T00:55:40.828Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
<|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": "2025-03-27T00:55:40.828Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"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\": \"kindle\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-27T00:55:43.515Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-27T00:55:40.828Z", "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": "kindle"}]
<|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": "2025-03-27T00:55:43.515Z", // 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>
|
2025-03-27T00:55:43.515Z
|
click
|
search
|
rule
|
2025-03-27T00:55:43.515Z
|
click
|
search
|
train
| 509 |
2025-03-27T00:55:43.515Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-27T00:55:40.828Z", "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": "kindle"}]
<|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": "2025-03-27T00:55:43.515Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"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\": \"kindle\"}],\n\"cart_items\": [{\"title\": \"New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9T2C6B\", \"price\": \"$364.99\", \"quantity\": \"1\"},\n{\"title\": \"Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls\", \"asin\": \"B0798DVT68\", \"price\": \"$35.49\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha\", \"asin\": \"B0CNVCQZG1\", \"price\": \"$109.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Raspberry\", \"asin\": \"B0CFPTK5JG\", \"price\": \"$159.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \\u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \\u2013 Metallic Jade\", \"asin\": \"B0CFPP8C33\", \"price\": \"$199.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade\", \"asin\": \"B0CZB9Z477\", \"price\": \"$364.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$224.99\", \"delivery\": \" Two-Day FREE delivery Fri, Mar 28\"},\n{\"title\": \"Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BHZT5S12\", \"price\": \"$94.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Kids (16 GB) \\u2013 larger 7\\\" glare-free display \\u2013 Kids read an average of 1+ hour per day with Kindle \\u2013 Cyber City\", \"asin\": \"B0CFPNV5KM\", \"price\": \"$139.99\", \"delivery\": \" Two-Day FREE delivery Fri, Mar 28\"},\n{\"title\": \"Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter\", \"asin\": \"B0D9ZWBFWQ\", \"price\": \"$146.97\", \"delivery\": \"\"},\n{\"title\": \"New Amazon Fire HD 8 tablet, 8\\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)\", \"asin\": \"B0CVDN4QS6\", \"price\": \"$64.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale\", \"asin\": \"B0CNVBQK38\", \"price\": \"$129.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Kindle Paperwhite \\u2013 (previous generation - 2018 release) Waterproof with more than 2x the Storage \\u2013 Ad-Supported\", \"asin\": \"B07745PV5G\", \"delivery\": \"Currently unavailable.\"},\n{\"title\": \"Kindle (2019 release) - With a Built-in Front Light - Black - Without Lockscreen Ads\", \"asin\": \"B07FPX819Q\", \"delivery\": \"Temporarily out of stock.\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Signature Edition Essentials Bundle including All-new Kindle Paperwhite Signature Edition (32GB) - Jade, Fabric Cover-Jade, and Wireless Charging Dock\", \"asin\": \"B0DC7SZ4T9\", \"price\": \"$251.97\", \"delivery\": \"\"},\n{\"title\": \"International Version - Kindle \\u2013 The lightest and most compact Kindle, now with a 6\\u201d 300 ppi high-resolution display, and 2x the storage \\u2013 Denim\", \"asin\": \"B09SWV1FSS\", \"price\": \"$119.99\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric\", \"asin\": \"B0CM7X424T\", \"price\": \"$31.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Amazon Fire Max 11 tablet (newest model) vivid 11\\u201d display, all-in-one for streaming, reading, and gaming, 14-hour battery life, optional stylus and keyboard, 64 GB, Gray\", \"asin\": \"B0B1VQ1ZQY\", \"price\": \"$184.99\", \"delivery\": \" Two-Day FREE delivery Fri, Mar 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-27T00:55:52.469Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "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": "kindle"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$364.99", "quantity": "1"},
{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}],
"search_results": [{"title": "New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Raspberry", "asin": "B0CFPTK5JG", "price": "$159.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "price": "$364.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$224.99", "delivery": " Two-Day FREE delivery Fri, Mar 28"},
{"title": "Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$94.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Cyber City", "asin": "B0CFPNV5KM", "price": "$139.99", "delivery": " Two-Day FREE delivery Fri, Mar 28"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": ""},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$64.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Kindle Paperwhite \u2013 (previous generation - 2018 release) Waterproof with more than 2x the Storage \u2013 Ad-Supported", "asin": "B07745PV5G", "delivery": "Currently unavailable."},
{"title": "Kindle (2019 release) - With a Built-in Front Light - Black - Without Lockscreen Ads", "asin": "B07FPX819Q", "delivery": "Temporarily out of stock."},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition Essentials Bundle including All-new Kindle Paperwhite Signature Edition (32GB) - Jade, Fabric Cover-Jade, and Wireless Charging Dock", "asin": "B0DC7SZ4T9", "price": "$251.97", "delivery": ""},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"},
{"title": "All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric", "asin": "B0CM7X424T", "price": "$31.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Amazon Fire Max 11 tablet (newest model) vivid 11\u201d display, all-in-one for streaming, reading, and gaming, 14-hour battery life, optional stylus and keyboard, 64 GB, Gray", "asin": "B0B1VQ1ZQY", "price": "$184.99", "delivery": " Two-Day FREE delivery Fri, Mar 28"}]
<|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": "2025-03-27T00:55:52.469Z", // 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>
|
2025-03-27T00:55:52.469Z
|
click_product
|
B0CZB9Z477
|
rule
|
2025-03-27T00:55:52.469Z
|
click_product
|
B0CZB9Z477
|
train
| 510 |
2025-03-27T00:55:52.469Z
|
click_product
|
B0CZB9Z477
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "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": "kindle"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$364.99", "quantity": "1"},
{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}],
"search_results": [{"title": "New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Raspberry", "asin": "B0CFPTK5JG", "price": "$159.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "price": "$364.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$224.99", "delivery": " Two-Day FREE delivery Fri, Mar 28"},
{"title": "Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$94.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Cyber City", "asin": "B0CFPNV5KM", "price": "$139.99", "delivery": " Two-Day FREE delivery Fri, Mar 28"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": ""},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$64.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Kindle Paperwhite \u2013 (previous generation - 2018 release) Waterproof with more than 2x the Storage \u2013 Ad-Supported", "asin": "B07745PV5G", "delivery": "Currently unavailable."},
{"title": "Kindle (2019 release) - With a Built-in Front Light - Black - Without Lockscreen Ads", "asin": "B07FPX819Q", "delivery": "Temporarily out of stock."},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition Essentials Bundle including All-new Kindle Paperwhite Signature Edition (32GB) - Jade, Fabric Cover-Jade, and Wireless Charging Dock", "asin": "B0DC7SZ4T9", "price": "$251.97", "delivery": ""},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"},
{"title": "All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric", "asin": "B0CM7X424T", "price": "$31.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Amazon Fire Max 11 tablet (newest model) vivid 11\u201d display, all-in-one for streaming, reading, and gaming, 14-hour battery life, optional stylus and keyboard, 64 GB, Gray", "asin": "B0B1VQ1ZQY", "price": "$184.99", "delivery": " Two-Day FREE delivery Fri, Mar 28"}]
<|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": "2025-03-27T00:55:52.469Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\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\": \"kindle\"}],\n\"cart_items\": [{\"title\": \"New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade\", \"asin\": \"B0CZB9Z477\", \"price\": \"$364.99\", \"quantity\": \"1\"},\n{\"title\": \"New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9T2C6B\", \"price\": \"$364.99\", \"quantity\": \"1\"},\n{\"title\": \"Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls\", \"asin\": \"B0798DVT68\", \"price\": \"$35.49\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha\", \"asin\": \"B0CNVCQZG1\", \"price\": \"$109.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Raspberry\", \"asin\": \"B0CFPTK5JG\", \"price\": \"$159.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \\u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \\u2013 Metallic Jade\", \"asin\": \"B0CFPP8C33\", \"price\": \"$199.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade\", \"asin\": \"B0CZB9Z477\", \"price\": \"$364.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$224.99\", \"delivery\": \" Two-Day FREE delivery Fri, Mar 28\"},\n{\"title\": \"Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BHZT5S12\", \"price\": \"$94.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Kids (16 GB) \\u2013 larger 7\\\" glare-free display \\u2013 Kids read an average of 1+ hour per day with Kindle \\u2013 Cyber City\", \"asin\": \"B0CFPNV5KM\", \"price\": \"$139.99\", \"delivery\": \" Two-Day FREE delivery Fri, Mar 28\"},\n{\"title\": \"Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter\", \"asin\": \"B0D9ZWBFWQ\", \"price\": \"$146.97\", \"delivery\": \"\"},\n{\"title\": \"New Amazon Fire HD 8 tablet, 8\\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)\", \"asin\": \"B0CVDN4QS6\", \"price\": \"$64.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale\", \"asin\": \"B0CNVBQK38\", \"price\": \"$129.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Kindle Paperwhite \\u2013 (previous generation - 2018 release) Waterproof with more than 2x the Storage \\u2013 Ad-Supported\", \"asin\": \"B07745PV5G\", \"delivery\": \"Currently unavailable.\"},\n{\"title\": \"Kindle (2019 release) - With a Built-in Front Light - Black - Without Lockscreen Ads\", \"asin\": \"B07FPX819Q\", \"delivery\": \"Temporarily out of stock.\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Signature Edition Essentials Bundle including All-new Kindle Paperwhite Signature Edition (32GB) - Jade, Fabric Cover-Jade, and Wireless Charging Dock\", \"asin\": \"B0DC7SZ4T9\", \"price\": \"$251.97\", \"delivery\": \"\"},\n{\"title\": \"International Version - Kindle \\u2013 The lightest and most compact Kindle, now with a 6\\u201d 300 ppi high-resolution display, and 2x the storage \\u2013 Denim\", \"asin\": \"B09SWV1FSS\", \"price\": \"$119.99\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric\", \"asin\": \"B0CM7X424T\", \"price\": \"$31.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition Essentials Bundle including Kindle Colorsoft Signature Edition (32GB)- Black, Plant-Based Leather Cover-Jade and Wireless Charging Dock\", \"asin\": \"B0DC7VM6T7\", \"price\": \"$258.97\", \"delivery\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-27T00:56:43.323Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "price": "$364.99", "quantity": "1"},
{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$364.99", "quantity": "1"},
{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}],
"search_results": [{"title": "New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Raspberry", "asin": "B0CFPTK5JG", "price": "$159.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "price": "$364.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$224.99", "delivery": " Two-Day FREE delivery Fri, Mar 28"},
{"title": "Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$94.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Cyber City", "asin": "B0CFPNV5KM", "price": "$139.99", "delivery": " Two-Day FREE delivery Fri, Mar 28"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": ""},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$64.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Kindle Paperwhite \u2013 (previous generation - 2018 release) Waterproof with more than 2x the Storage \u2013 Ad-Supported", "asin": "B07745PV5G", "delivery": "Currently unavailable."},
{"title": "Kindle (2019 release) - With a Built-in Front Light - Black - Without Lockscreen Ads", "asin": "B07FPX819Q", "delivery": "Temporarily out of stock."},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition Essentials Bundle including All-new Kindle Paperwhite Signature Edition (32GB) - Jade, Fabric Cover-Jade, and Wireless Charging Dock", "asin": "B0DC7SZ4T9", "price": "$251.97", "delivery": ""},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"},
{"title": "All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric", "asin": "B0CM7X424T", "price": "$31.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition Essentials Bundle including Kindle Colorsoft Signature Edition (32GB)- Black, Plant-Based Leather Cover-Jade and Wireless Charging Dock", "asin": "B0DC7VM6T7", "price": "$258.97", "delivery": ""}]
<|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": "2025-03-27T00:56:43.323Z", // 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>
|
2025-03-27T00:56:43.323Z
|
click
|
cart_side_bar
|
rule
|
2025-03-27T00:56:43.323Z
|
click
|
cart_side_bar
|
train
| 511 |
2025-03-27T00:56:43.323Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "price": "$364.99", "quantity": "1"},
{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$364.99", "quantity": "1"},
{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "price": "$35.49", "quantity": "1"}],
"search_results": [{"title": "New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Raspberry", "asin": "B0CFPTK5JG", "price": "$159.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "price": "$364.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$224.99", "delivery": " Two-Day FREE delivery Fri, Mar 28"},
{"title": "Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$94.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Cyber City", "asin": "B0CFPNV5KM", "price": "$139.99", "delivery": " Two-Day FREE delivery Fri, Mar 28"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": ""},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$64.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Kindle Paperwhite \u2013 (previous generation - 2018 release) Waterproof with more than 2x the Storage \u2013 Ad-Supported", "asin": "B07745PV5G", "delivery": "Currently unavailable."},
{"title": "Kindle (2019 release) - With a Built-in Front Light - Black - Without Lockscreen Ads", "asin": "B07FPX819Q", "delivery": "Temporarily out of stock."},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition Essentials Bundle including All-new Kindle Paperwhite Signature Edition (32GB) - Jade, Fabric Cover-Jade, and Wireless Charging Dock", "asin": "B0DC7SZ4T9", "price": "$251.97", "delivery": ""},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"},
{"title": "All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric", "asin": "B0CM7X424T", "price": "$31.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition Essentials Bundle including Kindle Colorsoft Signature Edition (32GB)- Black, Plant-Based Leather Cover-Jade and Wireless Charging Dock", "asin": "B0DC7VM6T7", "price": "$258.97", "delivery": ""}]
<|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": "2025-03-27T00:56:43.323Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"active_items\": [{\"title\": \"New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade\", \"asin\": \"B0CZB9Z477\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Digital Storage Capacity\": \"64 GB\"}, {\"Color\": \"Metallic Jade\"}, {\"Offer Type\": \"Without Kindle Unlimited\"}]},\n{\"title\": \"New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9T2C6B\", \"delivery\": \"One-Day FREE delivery Tomorrow, Mar 27 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Digital Storage Capacity\": \"64 GB\"}, {\"Color\": \"Tungsten\"}, {\"Offer Type\": \"Without Kindle Unlimited\"}]},\n{\"title\": \"Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls\", \"asin\": \"B0798DVT68\", \"delivery\": \"Two-Day FREE delivery Fri, Mar 28 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"288 sheet (Pack of 24)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-27T00:56:48.045Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"active_items": [{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "64 GB"}, {"Color": "Metallic Jade"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "delivery": "One-Day FREE delivery Tomorrow, Mar 27 FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "64 GB"}, {"Color": "Tungsten"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "delivery": "Two-Day FREE delivery Fri, Mar 28 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "288 sheet (Pack of 24)"}]}]
<|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": "2025-03-27T00:56:48.045Z", // 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>
|
2025-03-27T00:56:48.045Z
|
click
|
quantity
|
rule
|
2025-03-27T00:56:48.045Z
|
click
|
quantity
|
train
| 512 |
2025-03-27T00:56:48.045Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"active_items": [{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "64 GB"}, {"Color": "Metallic Jade"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "delivery": "One-Day FREE delivery Tomorrow, Mar 27 FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "64 GB"}, {"Color": "Tungsten"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "delivery": "Two-Day FREE delivery Fri, Mar 28 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "288 sheet (Pack of 24)"}]}]
<|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": "2025-03-27T00:56:48.045Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\"active_items\": [{\"title\": \"New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade\", \"asin\": \"B0CZB9Z477\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Digital Storage Capacity\": \"64 GB\"}, {\"Color\": \"Metallic Jade\"}, {\"Offer Type\": \"Without Kindle Unlimited\"}]},\n{\"title\": \"Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls\", \"asin\": \"B0798DVT68\", \"delivery\": \"Two-Day FREE delivery Fri, Mar 28 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"288 sheet (Pack of 24)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-27T00:56:50.352Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"active_items": [{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "64 GB"}, {"Color": "Metallic Jade"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "delivery": "Two-Day FREE delivery Fri, Mar 28 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "288 sheet (Pack of 24)"}]}]
<|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": "2025-03-27T00:56:50.352Z", // 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>
|
2025-03-27T00:56:50.352Z
|
purchase
|
B0CZB9Z477, B0798DVT68
|
rule
|
2025-03-27T00:56:50.352Z
|
purchase
|
B0CZB9Z477, B0798DVT68
|
train
| 513 |
2025-03-27T00:56:50.352Z
|
purchase
|
B0CZB9Z477, B0798DVT68
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"active_items": [{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "64 GB"}, {"Color": "Metallic Jade"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "delivery": "Two-Day FREE delivery Fri, Mar 28 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "288 sheet (Pack of 24)"}]}]
<|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": "2025-03-27T00:56:50.352Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n<|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\": \"2025-04-01T02:11:25.066Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|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": "2025-04-01T02:11:25.066Z", // 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>
|
2025-04-01T02:11:25.066Z
|
click
|
nav_bar
|
rule
|
2025-04-01T02:11:25.066Z
|
click
|
nav_bar
|
train
| 514 |
2025-04-01T02:11:25.066Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|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": "2025-04-01T02:11:25.066Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"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\": \"Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot\", \"asin\": \"B01I0IGFKC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Bounty Paper Towels Quick Size, White, 16 Family Rolls = 40 Regular Rolls (Packaging May Vary)\", \"asin\": \"B079VP6DH5\", \"price\": \"$43.49\", \"quantity\": \"\"},\n{\"title\": \"Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe\", \"asin\": \"B0D5KR4JQ3\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick-Size Paper Towels, White, 8 Family Triple Rolls = 27 Regular Rolls\", \"asin\": \"B0DQYP1L95\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"Dixie Large Paper Plates, 10 Inch, 204 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals\", \"asin\": \"B09RSC2JT3\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)\", \"asin\": \"B0BJ7Q3XZW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Glad Tall Kitchen Drawstring Trash Bags - Odorshield 13 Gallon White Trash Bag, Febreze Fresh Clean, 110 Count\", \"asin\": \"B07T9MBNTT\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick-Size Paper Towels, White, 12 Family Rolls = 30 Regular Rolls\", \"asin\": \"B079VP6DH6\", \"price\": \"$35.49\", \"quantity\": \"\"},\n{\"title\": \"2-Year Accident Protection Plan for New Kindle Scribe\", \"asin\": \"B0CZB1F8HL\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe\", \"asin\": \"B0D5KKYKLZ\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather\", \"asin\": \"B0D5KR2H2Y\", \"price\": \"$99.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade\", \"asin\": \"B0CZB9Z477\", \"delivery\": \"FREE delivery Apr 9 - 13 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Digital Storage Capacity\": \"64 GB\"}, {\"Color\": \"Metallic Jade\"}, {\"Offer Type\": \"Without Kindle Unlimited\"}]},\n{\"title\": \"Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls\", \"asin\": \"B0798DVT68\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 2 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"288 sheet (Pack of 24)\"}]}],\n\"saved_items\": [{\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n{\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n{\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n{\"asin\": \"0062506048\", \"options\": []},\n{\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$29.97\", \"options\": []},\n{\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"options\": []},\n{\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n{\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$15.99\", \"options\": []},\n{\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n{\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$79.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T02:11:29.324Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T02:11:25.066Z", "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": "Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot", "asin": "B01I0IGFKC", "price": "$19.99", "quantity": ""},
{"title": "Bounty Paper Towels Quick Size, White, 16 Family Rolls = 40 Regular Rolls (Packaging May Vary)", "asin": "B079VP6DH5", "price": "$43.49", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KR4JQ3", "price": "$69.99", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 8 Family Triple Rolls = 27 Regular Rolls", "asin": "B0DQYP1L95", "price": "$30.99", "quantity": ""},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$224.99", "quantity": ""},
{"title": "Dixie Large Paper Plates, 10 Inch, 204 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals", "asin": "B09RSC2JT3", "price": "$17.95", "quantity": ""},
{"title": "Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)", "asin": "B0BJ7Q3XZW", "price": "$9.99", "quantity": ""},
{"title": "Glad Tall Kitchen Drawstring Trash Bags - Odorshield 13 Gallon White Trash Bag, Febreze Fresh Clean, 110 Count", "asin": "B07T9MBNTT", "price": "$21.99", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 12 Family Rolls = 30 Regular Rolls", "asin": "B079VP6DH6", "price": "$35.49", "quantity": ""},
{"title": "2-Year Accident Protection Plan for New Kindle Scribe", "asin": "B0CZB1F8HL", "price": "$45.99", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KKYKLZ", "price": "$69.99", "quantity": ""},
{"title": "New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather", "asin": "B0D5KR2H2Y", "price": "$99.99", "quantity": ""}],
"active_items": [{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "delivery": "FREE delivery Apr 9 - 13 for Prime members FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "64 GB"}, {"Color": "Metallic Jade"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "delivery": "Two-Day FREE delivery Wed, Apr 2 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "288 sheet (Pack of 24)"}]}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$29.97", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$15.99", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$79.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|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": "2025-04-01T02:11:29.324Z", // 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>
|
2025-04-01T02:11:29.324Z
|
click
|
quantity
|
rule
|
2025-04-01T02:11:29.324Z
|
click
|
quantity
|
train
| 515 |
2025-04-01T02:11:29.324Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T02:11:25.066Z", "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": "Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot", "asin": "B01I0IGFKC", "price": "$19.99", "quantity": ""},
{"title": "Bounty Paper Towels Quick Size, White, 16 Family Rolls = 40 Regular Rolls (Packaging May Vary)", "asin": "B079VP6DH5", "price": "$43.49", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KR4JQ3", "price": "$69.99", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 8 Family Triple Rolls = 27 Regular Rolls", "asin": "B0DQYP1L95", "price": "$30.99", "quantity": ""},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$224.99", "quantity": ""},
{"title": "Dixie Large Paper Plates, 10 Inch, 204 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals", "asin": "B09RSC2JT3", "price": "$17.95", "quantity": ""},
{"title": "Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)", "asin": "B0BJ7Q3XZW", "price": "$9.99", "quantity": ""},
{"title": "Glad Tall Kitchen Drawstring Trash Bags - Odorshield 13 Gallon White Trash Bag, Febreze Fresh Clean, 110 Count", "asin": "B07T9MBNTT", "price": "$21.99", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 12 Family Rolls = 30 Regular Rolls", "asin": "B079VP6DH6", "price": "$35.49", "quantity": ""},
{"title": "2-Year Accident Protection Plan for New Kindle Scribe", "asin": "B0CZB1F8HL", "price": "$45.99", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KKYKLZ", "price": "$69.99", "quantity": ""},
{"title": "New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather", "asin": "B0D5KR2H2Y", "price": "$99.99", "quantity": ""}],
"active_items": [{"title": "New Amazon Kindle Scribe (64GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Metallic Jade", "asin": "B0CZB9Z477", "delivery": "FREE delivery Apr 9 - 13 for Prime members FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "64 GB"}, {"Color": "Metallic Jade"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "delivery": "Two-Day FREE delivery Wed, Apr 2 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "288 sheet (Pack of 24)"}]}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$29.97", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$15.99", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$79.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|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": "2025-04-01T02:11:29.324Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot\", \"asin\": \"B01I0IGFKC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Bounty Paper Towels Quick Size, White, 16 Family Rolls = 40 Regular Rolls (Packaging May Vary)\", \"asin\": \"B079VP6DH5\", \"price\": \"$43.49\", \"quantity\": \"\"},\n{\"title\": \"Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe\", \"asin\": \"B0D5KR4JQ3\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick-Size Paper Towels, White, 8 Family Triple Rolls = 27 Regular Rolls\", \"asin\": \"B0DQYP1L95\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"Dixie Large Paper Plates, 10 Inch, 204 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals\", \"asin\": \"B09RSC2JT3\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)\", \"asin\": \"B0BJ7Q3XZW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Glad Tall Kitchen Drawstring Trash Bags - Odorshield 13 Gallon White Trash Bag, Febreze Fresh Clean, 110 Count\", \"asin\": \"B07T9MBNTT\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick-Size Paper Towels, White, 12 Family Rolls = 30 Regular Rolls\", \"asin\": \"B079VP6DH6\", \"price\": \"$35.49\", \"quantity\": \"\"},\n{\"title\": \"2-Year Accident Protection Plan for New Kindle Scribe\", \"asin\": \"B0CZB1F8HL\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe\", \"asin\": \"B0D5KKYKLZ\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather\", \"asin\": \"B0D5KR2H2Y\", \"price\": \"$99.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls\", \"asin\": \"B0798DVT68\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 2 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"288 sheet (Pack of 24)\"}]}],\n\"saved_items\": [{\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n{\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n{\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n{\"asin\": \"0062506048\", \"options\": []},\n{\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$29.97\", \"options\": []},\n{\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"options\": []},\n{\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n{\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$15.99\", \"options\": []},\n{\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n{\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$79.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T02:11:31.873Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot", "asin": "B01I0IGFKC", "price": "$19.99", "quantity": ""},
{"title": "Bounty Paper Towels Quick Size, White, 16 Family Rolls = 40 Regular Rolls (Packaging May Vary)", "asin": "B079VP6DH5", "price": "$43.49", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KR4JQ3", "price": "$69.99", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 8 Family Triple Rolls = 27 Regular Rolls", "asin": "B0DQYP1L95", "price": "$30.99", "quantity": ""},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$224.99", "quantity": ""},
{"title": "Dixie Large Paper Plates, 10 Inch, 204 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals", "asin": "B09RSC2JT3", "price": "$17.95", "quantity": ""},
{"title": "Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)", "asin": "B0BJ7Q3XZW", "price": "$9.99", "quantity": ""},
{"title": "Glad Tall Kitchen Drawstring Trash Bags - Odorshield 13 Gallon White Trash Bag, Febreze Fresh Clean, 110 Count", "asin": "B07T9MBNTT", "price": "$21.99", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 12 Family Rolls = 30 Regular Rolls", "asin": "B079VP6DH6", "price": "$35.49", "quantity": ""},
{"title": "2-Year Accident Protection Plan for New Kindle Scribe", "asin": "B0CZB1F8HL", "price": "$45.99", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KKYKLZ", "price": "$69.99", "quantity": ""},
{"title": "New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather", "asin": "B0D5KR2H2Y", "price": "$99.99", "quantity": ""}],
"active_items": [{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "delivery": "Two-Day FREE delivery Wed, Apr 2 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "288 sheet (Pack of 24)"}]}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$29.97", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$15.99", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$79.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|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": "2025-04-01T02:11:31.873Z", // 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>
|
2025-04-01T02:11:31.873Z
|
click
|
quantity
|
rule
|
2025-04-01T02:11:31.873Z
|
click
|
quantity
|
train
| 516 |
2025-04-01T02:11:31.873Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot", "asin": "B01I0IGFKC", "price": "$19.99", "quantity": ""},
{"title": "Bounty Paper Towels Quick Size, White, 16 Family Rolls = 40 Regular Rolls (Packaging May Vary)", "asin": "B079VP6DH5", "price": "$43.49", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KR4JQ3", "price": "$69.99", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 8 Family Triple Rolls = 27 Regular Rolls", "asin": "B0DQYP1L95", "price": "$30.99", "quantity": ""},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$224.99", "quantity": ""},
{"title": "Dixie Large Paper Plates, 10 Inch, 204 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals", "asin": "B09RSC2JT3", "price": "$17.95", "quantity": ""},
{"title": "Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)", "asin": "B0BJ7Q3XZW", "price": "$9.99", "quantity": ""},
{"title": "Glad Tall Kitchen Drawstring Trash Bags - Odorshield 13 Gallon White Trash Bag, Febreze Fresh Clean, 110 Count", "asin": "B07T9MBNTT", "price": "$21.99", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 12 Family Rolls = 30 Regular Rolls", "asin": "B079VP6DH6", "price": "$35.49", "quantity": ""},
{"title": "2-Year Accident Protection Plan for New Kindle Scribe", "asin": "B0CZB1F8HL", "price": "$45.99", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KKYKLZ", "price": "$69.99", "quantity": ""},
{"title": "New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather", "asin": "B0D5KR2H2Y", "price": "$99.99", "quantity": ""}],
"active_items": [{"title": "Charmin Ultra Soft Cushiony Touch Toilet Paper, 24 Family Mega Rolls = 123 Regular Rolls", "asin": "B0798DVT68", "delivery": "Two-Day FREE delivery Wed, Apr 2 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "288 sheet (Pack of 24)"}]}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$29.97", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$15.99", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$79.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|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": "2025-04-01T02:11:31.873Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot\", \"asin\": \"B01I0IGFKC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Bounty Paper Towels Quick Size, White, 16 Family Rolls = 40 Regular Rolls (Packaging May Vary)\", \"asin\": \"B079VP6DH5\", \"price\": \"$43.49\", \"quantity\": \"\"},\n{\"title\": \"Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe\", \"asin\": \"B0D5KR4JQ3\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick-Size Paper Towels, White, 8 Family Triple Rolls = 27 Regular Rolls\", \"asin\": \"B0DQYP1L95\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"Dixie Large Paper Plates, 10 Inch, 204 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals\", \"asin\": \"B09RSC2JT3\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)\", \"asin\": \"B0BJ7Q3XZW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Glad Tall Kitchen Drawstring Trash Bags - Odorshield 13 Gallon White Trash Bag, Febreze Fresh Clean, 110 Count\", \"asin\": \"B07T9MBNTT\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick-Size Paper Towels, White, 12 Family Rolls = 30 Regular Rolls\", \"asin\": \"B079VP6DH6\", \"price\": \"$35.49\", \"quantity\": \"\"},\n{\"title\": \"2-Year Accident Protection Plan for New Kindle Scribe\", \"asin\": \"B0CZB1F8HL\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe\", \"asin\": \"B0D5KKYKLZ\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather\", \"asin\": \"B0D5KR2H2Y\", \"price\": \"$99.99\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n{\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n{\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n{\"asin\": \"0062506048\", \"options\": []},\n{\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$29.97\", \"options\": []},\n{\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"options\": []},\n{\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n{\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$15.99\", \"options\": []},\n{\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n{\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$79.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T02:11:35.429Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot", "asin": "B01I0IGFKC", "price": "$19.99", "quantity": ""},
{"title": "Bounty Paper Towels Quick Size, White, 16 Family Rolls = 40 Regular Rolls (Packaging May Vary)", "asin": "B079VP6DH5", "price": "$43.49", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KR4JQ3", "price": "$69.99", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 8 Family Triple Rolls = 27 Regular Rolls", "asin": "B0DQYP1L95", "price": "$30.99", "quantity": ""},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$224.99", "quantity": ""},
{"title": "Dixie Large Paper Plates, 10 Inch, 204 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals", "asin": "B09RSC2JT3", "price": "$17.95", "quantity": ""},
{"title": "Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)", "asin": "B0BJ7Q3XZW", "price": "$9.99", "quantity": ""},
{"title": "Glad Tall Kitchen Drawstring Trash Bags - Odorshield 13 Gallon White Trash Bag, Febreze Fresh Clean, 110 Count", "asin": "B07T9MBNTT", "price": "$21.99", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 12 Family Rolls = 30 Regular Rolls", "asin": "B079VP6DH6", "price": "$35.49", "quantity": ""},
{"title": "2-Year Accident Protection Plan for New Kindle Scribe", "asin": "B0CZB1F8HL", "price": "$45.99", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KKYKLZ", "price": "$69.99", "quantity": ""},
{"title": "New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather", "asin": "B0D5KR2H2Y", "price": "$99.99", "quantity": ""}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$29.97", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$15.99", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$79.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|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": "2025-04-01T02:11:35.429Z", // 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>
|
2025-04-01T02:11:35.429Z
|
click_product
|
B0CKV7B49Z
|
rule
|
2025-04-01T02:11:35.429Z
|
click_product
|
B0CKV7B49Z
|
train
| 517 |
2025-04-01T02:11:35.429Z
|
click_product
|
B0CKV7B49Z
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot", "asin": "B01I0IGFKC", "price": "$19.99", "quantity": ""},
{"title": "Bounty Paper Towels Quick Size, White, 16 Family Rolls = 40 Regular Rolls (Packaging May Vary)", "asin": "B079VP6DH5", "price": "$43.49", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KR4JQ3", "price": "$69.99", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 8 Family Triple Rolls = 27 Regular Rolls", "asin": "B0DQYP1L95", "price": "$30.99", "quantity": ""},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$224.99", "quantity": ""},
{"title": "Dixie Large Paper Plates, 10 Inch, 204 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals", "asin": "B09RSC2JT3", "price": "$17.95", "quantity": ""},
{"title": "Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)", "asin": "B0BJ7Q3XZW", "price": "$9.99", "quantity": ""},
{"title": "Glad Tall Kitchen Drawstring Trash Bags - Odorshield 13 Gallon White Trash Bag, Febreze Fresh Clean, 110 Count", "asin": "B07T9MBNTT", "price": "$21.99", "quantity": ""},
{"title": "Bounty Quick-Size Paper Towels, White, 12 Family Rolls = 30 Regular Rolls", "asin": "B079VP6DH6", "price": "$35.49", "quantity": ""},
{"title": "2-Year Accident Protection Plan for New Kindle Scribe", "asin": "B0CZB1F8HL", "price": "$45.99", "quantity": ""},
{"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "B0D5KKYKLZ", "price": "$69.99", "quantity": ""},
{"title": "New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather", "asin": "B0D5KR2H2Y", "price": "$99.99", "quantity": ""}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$29.97", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$15.99", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$79.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|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": "2025-04-01T02:11:35.429Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"B0CKV7B49Z\"},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\"},\n{\"price\": \"$9.46\"},\n{\"bullet_list\": \"9 Mega Rolls of Cottonelle Ultra Comfort Toilet Paper; 244 sheets per roll Superior Clean*: Cottonelle bath tissue is designed to clean better* (*than the leading US value brand) Our Softest Ever: Our toilet tissue is made with Cottony Soft CleaningRipples for unbeatable comfort** (**vs the leading US value brand) Our Most Absorbent: Our toilet paper rolls have CleaningRipples and are 3x more absorbent*** (***vs the leading US value brand) Comfortable Clean: Cottonelle Ultra Comfort toilet paper is designed to remove residue and absorb moisture for a clean that\\u2019s comfortably dry Comfy Meets Quality: Cottonelle 2-Ply Toilet Tissue is designed with comfort in mind so you can discover the value of a soft, absorbent roll Cottonelle bath tissue is FSC certified, supporting responsible forestry and only uses fibers that are 100% plant-based\"},\n{\"bullet_list\": \" Pair Cottonelle toilet paper with Cottonelle flushable wipes together to remove up to 100% of residue and odor**** (****using wet + dry vs. dry alone) Cottonelle toilet paper packaging and product may vary \"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"244 sheet (Pack of 9)\"}],\n\"promotion_items\": [{\"title\": \"Cottonelle Ultra Comfort Toilet Paper with Cushiony CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 108 Regular Rolls) (4 Packs of 6), 296 Sheets per Roll\", \"asin\": \"B0CM5C15ZD\", \"price\": \"$27.59\", \"quantity\": \"\"},\n{\"title\": \"Cottonelle Ultra Clean Toilet Paper with Active CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 132 Regular Rolls) (4 Packs of 6), 353 Sheets per Roll\", \"asin\": \"B0CM4NXMV2\", \"price\": \"$27.59\", \"quantity\": \"\"},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 24 Super Mega Rolls (24 Super Mega Rolls = 144 Regular Rolls) (4 Packs of 6), 402 Sheets per Roll, Packaging May Vary\", \"asin\": \"B09QLP8B45\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Cottonelle Ultra ComfortCare Soft Toilet Paper with Cushiony Cleaning Ripples, Family Mega Rolls, 325 Sheets Per Roll, 18 Count (Pack of 2)\", \"asin\": \"B07NVXV5RH\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Cottonelle Ultra ComfortCare Toilet Paper, Soft Biodegradable Bath Tissue, Septic-Safe, 36 Family Rolls\", \"asin\": \"B07CB5X7RF\", \"price\": \"$45.94\", \"quantity\": \"\"},\n{\"title\": \"Cottonelle Ultra Comfort Care Family Roll Toilet Paper, Bath Tissue, 36 Toilet Paper Rolls\", \"asin\": \"B01BT3U5TC\", \"price\": \"$46.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\"},\n{\"title\": \"Charmin Ultra Gentle Toilet Paper, 9 Mega Rolls, 231 Sheets Per Roll\", \"asin\": \"B0CDZ89RK4\", \"price\": \"$11.24\"},\n{\"title\": \"Charmin Ultra Soft Toilet Paper 6 Mega Rolls, 224 Sheets Per Roll, 1.5 pounds\", \"asin\": \"B0CDZJ9JJC\", \"price\": \"$7.97\"},\n{\"title\": \"Cottonelle Ultra ComfortCare Toilet Paper, 6 Mega Rolls, Soft Bath Tissue (6 Mega Rolls = 24 Regular Rolls)\", \"asin\": \"B07PN447RF\", \"price\": \"$16.89\"},\n{\"title\": \"Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)\", \"asin\": \"B0CM3BSJ95\", \"price\": \"$6.45\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T02:11:53.601Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "B0CKV7B49Z"},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary"},
{"price": "$9.46"},
{"bullet_list": "9 Mega Rolls of Cottonelle Ultra Comfort Toilet Paper; 244 sheets per roll Superior Clean*: Cottonelle bath tissue is designed to clean better* (*than the leading US value brand) Our Softest Ever: Our toilet tissue is made with Cottony Soft CleaningRipples for unbeatable comfort** (**vs the leading US value brand) Our Most Absorbent: Our toilet paper rolls have CleaningRipples and are 3x more absorbent*** (***vs the leading US value brand) Comfortable Clean: Cottonelle Ultra Comfort toilet paper is designed to remove residue and absorb moisture for a clean that\u2019s comfortably dry Comfy Meets Quality: Cottonelle 2-Ply Toilet Tissue is designed with comfort in mind so you can discover the value of a soft, absorbent roll Cottonelle bath tissue is FSC certified, supporting responsible forestry and only uses fibers that are 100% plant-based"},
{"bullet_list": " Pair Cottonelle toilet paper with Cottonelle flushable wipes together to remove up to 100% of residue and odor**** (****using wet + dry vs. dry alone) Cottonelle toilet paper packaging and product may vary "}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Size": "244 sheet (Pack of 9)"}],
"promotion_items": [{"title": "Cottonelle Ultra Comfort Toilet Paper with Cushiony CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 108 Regular Rolls) (4 Packs of 6), 296 Sheets per Roll", "asin": "B0CM5C15ZD", "price": "$27.59", "quantity": ""},
{"title": "Cottonelle Ultra Clean Toilet Paper with Active CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 132 Regular Rolls) (4 Packs of 6), 353 Sheets per Roll", "asin": "B0CM4NXMV2", "price": "$27.59", "quantity": ""},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 24 Super Mega Rolls (24 Super Mega Rolls = 144 Regular Rolls) (4 Packs of 6), 402 Sheets per Roll, Packaging May Vary", "asin": "B09QLP8B45", "price": "$45.99", "quantity": ""},
{"title": "Cottonelle Ultra ComfortCare Soft Toilet Paper with Cushiony Cleaning Ripples, Family Mega Rolls, 325 Sheets Per Roll, 18 Count (Pack of 2)", "asin": "B07NVXV5RH", "price": "$46.99", "quantity": ""},
{"title": "Cottonelle Ultra ComfortCare Toilet Paper, Soft Biodegradable Bath Tissue, Septic-Safe, 36 Family Rolls", "asin": "B07CB5X7RF", "price": "$45.94", "quantity": ""},
{"title": "Cottonelle Ultra Comfort Care Family Roll Toilet Paper, Bath Tissue, 36 Toilet Paper Rolls", "asin": "B01BT3U5TC", "price": "$46.99", "quantity": ""}],
"comparison_items": [{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96"},
{"title": "Charmin Ultra Gentle Toilet Paper, 9 Mega Rolls, 231 Sheets Per Roll", "asin": "B0CDZ89RK4", "price": "$11.24"},
{"title": "Charmin Ultra Soft Toilet Paper 6 Mega Rolls, 224 Sheets Per Roll, 1.5 pounds", "asin": "B0CDZJ9JJC", "price": "$7.97"},
{"title": "Cottonelle Ultra ComfortCare Toilet Paper, 6 Mega Rolls, Soft Bath Tissue (6 Mega Rolls = 24 Regular Rolls)", "asin": "B07PN447RF", "price": "$16.89"},
{"title": "Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)", "asin": "B0CM3BSJ95", "price": "$6.45"},
{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39"}]
<|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": "2025-04-01T02:11:53.601Z", // 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>
|
2025-04-01T02:11:53.601Z
|
click
|
other
|
rule
|
2025-04-01T02:11:53.601Z
|
click
|
other
|
train
| 518 |
2025-04-01T02:11:53.601Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "B0CKV7B49Z"},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary"},
{"price": "$9.46"},
{"bullet_list": "9 Mega Rolls of Cottonelle Ultra Comfort Toilet Paper; 244 sheets per roll Superior Clean*: Cottonelle bath tissue is designed to clean better* (*than the leading US value brand) Our Softest Ever: Our toilet tissue is made with Cottony Soft CleaningRipples for unbeatable comfort** (**vs the leading US value brand) Our Most Absorbent: Our toilet paper rolls have CleaningRipples and are 3x more absorbent*** (***vs the leading US value brand) Comfortable Clean: Cottonelle Ultra Comfort toilet paper is designed to remove residue and absorb moisture for a clean that\u2019s comfortably dry Comfy Meets Quality: Cottonelle 2-Ply Toilet Tissue is designed with comfort in mind so you can discover the value of a soft, absorbent roll Cottonelle bath tissue is FSC certified, supporting responsible forestry and only uses fibers that are 100% plant-based"},
{"bullet_list": " Pair Cottonelle toilet paper with Cottonelle flushable wipes together to remove up to 100% of residue and odor**** (****using wet + dry vs. dry alone) Cottonelle toilet paper packaging and product may vary "}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Size": "244 sheet (Pack of 9)"}],
"promotion_items": [{"title": "Cottonelle Ultra Comfort Toilet Paper with Cushiony CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 108 Regular Rolls) (4 Packs of 6), 296 Sheets per Roll", "asin": "B0CM5C15ZD", "price": "$27.59", "quantity": ""},
{"title": "Cottonelle Ultra Clean Toilet Paper with Active CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 132 Regular Rolls) (4 Packs of 6), 353 Sheets per Roll", "asin": "B0CM4NXMV2", "price": "$27.59", "quantity": ""},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 24 Super Mega Rolls (24 Super Mega Rolls = 144 Regular Rolls) (4 Packs of 6), 402 Sheets per Roll, Packaging May Vary", "asin": "B09QLP8B45", "price": "$45.99", "quantity": ""},
{"title": "Cottonelle Ultra ComfortCare Soft Toilet Paper with Cushiony Cleaning Ripples, Family Mega Rolls, 325 Sheets Per Roll, 18 Count (Pack of 2)", "asin": "B07NVXV5RH", "price": "$46.99", "quantity": ""},
{"title": "Cottonelle Ultra ComfortCare Toilet Paper, Soft Biodegradable Bath Tissue, Septic-Safe, 36 Family Rolls", "asin": "B07CB5X7RF", "price": "$45.94", "quantity": ""},
{"title": "Cottonelle Ultra Comfort Care Family Roll Toilet Paper, Bath Tissue, 36 Toilet Paper Rolls", "asin": "B01BT3U5TC", "price": "$46.99", "quantity": ""}],
"comparison_items": [{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96"},
{"title": "Charmin Ultra Gentle Toilet Paper, 9 Mega Rolls, 231 Sheets Per Roll", "asin": "B0CDZ89RK4", "price": "$11.24"},
{"title": "Charmin Ultra Soft Toilet Paper 6 Mega Rolls, 224 Sheets Per Roll, 1.5 pounds", "asin": "B0CDZJ9JJC", "price": "$7.97"},
{"title": "Cottonelle Ultra ComfortCare Toilet Paper, 6 Mega Rolls, Soft Bath Tissue (6 Mega Rolls = 24 Regular Rolls)", "asin": "B07PN447RF", "price": "$16.89"},
{"title": "Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)", "asin": "B0CM3BSJ95", "price": "$6.45"},
{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39"}]
<|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": "2025-04-01T02:11:53.601Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"B0CKV7B49Z\"},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\"},\n{\"price\": \"$9.96\"},\n{\"price\": \"$9.46\"},\n{\"bullet_list\": \"9 Mega Rolls of Cottonelle Ultra Comfort Toilet Paper; 244 sheets per roll Superior Clean*: Cottonelle bath tissue is designed to clean better* (*than the leading US value brand) Our Softest Ever: Our toilet tissue is made with Cottony Soft CleaningRipples for unbeatable comfort** (**vs the leading US value brand) Our Most Absorbent: Our toilet paper rolls have CleaningRipples and are 3x more absorbent*** (***vs the leading US value brand) Comfortable Clean: Cottonelle Ultra Comfort toilet paper is designed to remove residue and absorb moisture for a clean that\\u2019s comfortably dry Comfy Meets Quality: Cottonelle 2-Ply Toilet Tissue is designed with comfort in mind so you can discover the value of a soft, absorbent roll Cottonelle bath tissue is FSC certified, supporting responsible forestry and only uses fibers that are 100% plant-based\"},\n{\"bullet_list\": \" Pair Cottonelle toilet paper with Cottonelle flushable wipes together to remove up to 100% of residue and odor**** (****using wet + dry vs. dry alone) Cottonelle toilet paper packaging and product may vary \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"244 sheet (Pack of 9)\"}],\n\"promotion_items\": [{\"title\": \"Cottonelle Ultra Comfort Toilet Paper with Cushiony CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 108 Regular Rolls) (4 Packs of 6), 296 Sheets per Roll\", \"asin\": \"B0CM5C15ZD\", \"price\": \"$27.59\", \"quantity\": \"\"},\n{\"title\": \"Cottonelle Ultra Clean Toilet Paper with Active CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 132 Regular Rolls) (4 Packs of 6), 353 Sheets per Roll\", \"asin\": \"B0CM4NXMV2\", \"price\": \"$27.59\", \"quantity\": \"\"},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 24 Super Mega Rolls (24 Super Mega Rolls = 144 Regular Rolls) (4 Packs of 6), 402 Sheets per Roll, Packaging May Vary\", \"asin\": \"B09QLP8B45\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Cottonelle Ultra ComfortCare Soft Toilet Paper with Cushiony Cleaning Ripples, Family Mega Rolls, 325 Sheets Per Roll, 18 Count (Pack of 2)\", \"asin\": \"B07NVXV5RH\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Cottonelle Ultra ComfortCare Toilet Paper, Soft Biodegradable Bath Tissue, Septic-Safe, 36 Family Rolls\", \"asin\": \"B07CB5X7RF\", \"price\": \"$45.94\", \"quantity\": \"\"},\n{\"title\": \"Cottonelle Ultra Comfort Care Family Roll Toilet Paper, Bath Tissue, 36 Toilet Paper Rolls\", \"asin\": \"B01BT3U5TC\", \"price\": \"$46.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\"},\n{\"title\": \"Charmin Ultra Gentle Toilet Paper, 9 Mega Rolls, 231 Sheets Per Roll\", \"asin\": \"B0CDZ89RK4\", \"price\": \"$11.24\"},\n{\"title\": \"Charmin Ultra Soft Toilet Paper 6 Mega Rolls, 224 Sheets Per Roll, 1.5 pounds\", \"asin\": \"B0CDZJ9JJC\", \"price\": \"$7.97\"},\n{\"title\": \"Cottonelle Ultra ComfortCare Toilet Paper, 6 Mega Rolls, Soft Bath Tissue (6 Mega Rolls = 24 Regular Rolls)\", \"asin\": \"B07PN447RF\", \"price\": \"$16.89\"},\n{\"title\": \"Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)\", \"asin\": \"B0CM3BSJ95\", \"price\": \"$6.45\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T02:11:57.194Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "B0CKV7B49Z"},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary"},
{"price": "$9.96"},
{"price": "$9.46"},
{"bullet_list": "9 Mega Rolls of Cottonelle Ultra Comfort Toilet Paper; 244 sheets per roll Superior Clean*: Cottonelle bath tissue is designed to clean better* (*than the leading US value brand) Our Softest Ever: Our toilet tissue is made with Cottony Soft CleaningRipples for unbeatable comfort** (**vs the leading US value brand) Our Most Absorbent: Our toilet paper rolls have CleaningRipples and are 3x more absorbent*** (***vs the leading US value brand) Comfortable Clean: Cottonelle Ultra Comfort toilet paper is designed to remove residue and absorb moisture for a clean that\u2019s comfortably dry Comfy Meets Quality: Cottonelle 2-Ply Toilet Tissue is designed with comfort in mind so you can discover the value of a soft, absorbent roll Cottonelle bath tissue is FSC certified, supporting responsible forestry and only uses fibers that are 100% plant-based"},
{"bullet_list": " Pair Cottonelle toilet paper with Cottonelle flushable wipes together to remove up to 100% of residue and odor**** (****using wet + dry vs. dry alone) Cottonelle toilet paper packaging and product may vary "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "244 sheet (Pack of 9)"}],
"promotion_items": [{"title": "Cottonelle Ultra Comfort Toilet Paper with Cushiony CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 108 Regular Rolls) (4 Packs of 6), 296 Sheets per Roll", "asin": "B0CM5C15ZD", "price": "$27.59", "quantity": ""},
{"title": "Cottonelle Ultra Clean Toilet Paper with Active CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 132 Regular Rolls) (4 Packs of 6), 353 Sheets per Roll", "asin": "B0CM4NXMV2", "price": "$27.59", "quantity": ""},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 24 Super Mega Rolls (24 Super Mega Rolls = 144 Regular Rolls) (4 Packs of 6), 402 Sheets per Roll, Packaging May Vary", "asin": "B09QLP8B45", "price": "$45.99", "quantity": ""},
{"title": "Cottonelle Ultra ComfortCare Soft Toilet Paper with Cushiony Cleaning Ripples, Family Mega Rolls, 325 Sheets Per Roll, 18 Count (Pack of 2)", "asin": "B07NVXV5RH", "price": "$46.99", "quantity": ""},
{"title": "Cottonelle Ultra ComfortCare Toilet Paper, Soft Biodegradable Bath Tissue, Septic-Safe, 36 Family Rolls", "asin": "B07CB5X7RF", "price": "$45.94", "quantity": ""},
{"title": "Cottonelle Ultra Comfort Care Family Roll Toilet Paper, Bath Tissue, 36 Toilet Paper Rolls", "asin": "B01BT3U5TC", "price": "$46.99", "quantity": ""}],
"comparison_items": [{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96"},
{"title": "Charmin Ultra Gentle Toilet Paper, 9 Mega Rolls, 231 Sheets Per Roll", "asin": "B0CDZ89RK4", "price": "$11.24"},
{"title": "Charmin Ultra Soft Toilet Paper 6 Mega Rolls, 224 Sheets Per Roll, 1.5 pounds", "asin": "B0CDZJ9JJC", "price": "$7.97"},
{"title": "Cottonelle Ultra ComfortCare Toilet Paper, 6 Mega Rolls, Soft Bath Tissue (6 Mega Rolls = 24 Regular Rolls)", "asin": "B07PN447RF", "price": "$16.89"},
{"title": "Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)", "asin": "B0CM3BSJ95", "price": "$6.45"},
{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39"}]
<|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": "2025-04-01T02:11:57.194Z", // 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>
|
2025-04-01T02:11:57.194Z
|
purchase
|
B0CKV7B49Z
|
rule
|
2025-04-01T02:11:57.194Z
|
purchase
|
B0CKV7B49Z
|
train
| 519 |
2025-04-01T02:11:57.194Z
|
purchase
|
B0CKV7B49Z
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "B0CKV7B49Z"},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary"},
{"price": "$9.96"},
{"price": "$9.46"},
{"bullet_list": "9 Mega Rolls of Cottonelle Ultra Comfort Toilet Paper; 244 sheets per roll Superior Clean*: Cottonelle bath tissue is designed to clean better* (*than the leading US value brand) Our Softest Ever: Our toilet tissue is made with Cottony Soft CleaningRipples for unbeatable comfort** (**vs the leading US value brand) Our Most Absorbent: Our toilet paper rolls have CleaningRipples and are 3x more absorbent*** (***vs the leading US value brand) Comfortable Clean: Cottonelle Ultra Comfort toilet paper is designed to remove residue and absorb moisture for a clean that\u2019s comfortably dry Comfy Meets Quality: Cottonelle 2-Ply Toilet Tissue is designed with comfort in mind so you can discover the value of a soft, absorbent roll Cottonelle bath tissue is FSC certified, supporting responsible forestry and only uses fibers that are 100% plant-based"},
{"bullet_list": " Pair Cottonelle toilet paper with Cottonelle flushable wipes together to remove up to 100% of residue and odor**** (****using wet + dry vs. dry alone) Cottonelle toilet paper packaging and product may vary "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "244 sheet (Pack of 9)"}],
"promotion_items": [{"title": "Cottonelle Ultra Comfort Toilet Paper with Cushiony CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 108 Regular Rolls) (4 Packs of 6), 296 Sheets per Roll", "asin": "B0CM5C15ZD", "price": "$27.59", "quantity": ""},
{"title": "Cottonelle Ultra Clean Toilet Paper with Active CleaningRipples Texture, Strong Bath Tissue, 24 Family Mega Rolls (24 Family Mega Rolls = 132 Regular Rolls) (4 Packs of 6), 353 Sheets per Roll", "asin": "B0CM4NXMV2", "price": "$27.59", "quantity": ""},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 24 Super Mega Rolls (24 Super Mega Rolls = 144 Regular Rolls) (4 Packs of 6), 402 Sheets per Roll, Packaging May Vary", "asin": "B09QLP8B45", "price": "$45.99", "quantity": ""},
{"title": "Cottonelle Ultra ComfortCare Soft Toilet Paper with Cushiony Cleaning Ripples, Family Mega Rolls, 325 Sheets Per Roll, 18 Count (Pack of 2)", "asin": "B07NVXV5RH", "price": "$46.99", "quantity": ""},
{"title": "Cottonelle Ultra ComfortCare Toilet Paper, Soft Biodegradable Bath Tissue, Septic-Safe, 36 Family Rolls", "asin": "B07CB5X7RF", "price": "$45.94", "quantity": ""},
{"title": "Cottonelle Ultra Comfort Care Family Roll Toilet Paper, Bath Tissue, 36 Toilet Paper Rolls", "asin": "B01BT3U5TC", "price": "$46.99", "quantity": ""}],
"comparison_items": [{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96"},
{"title": "Charmin Ultra Gentle Toilet Paper, 9 Mega Rolls, 231 Sheets Per Roll", "asin": "B0CDZ89RK4", "price": "$11.24"},
{"title": "Charmin Ultra Soft Toilet Paper 6 Mega Rolls, 224 Sheets Per Roll, 1.5 pounds", "asin": "B0CDZJ9JJC", "price": "$7.97"},
{"title": "Cottonelle Ultra ComfortCare Toilet Paper, 6 Mega Rolls, Soft Bath Tissue (6 Mega Rolls = 24 Regular Rolls)", "asin": "B07PN447RF", "price": "$16.89"},
{"title": "Amazon Basics Soft and Strong 2-Ply Toilet Paper, 6 Ultra Rolls = 24 Regular Rolls, Unscented, 340 Sheet (6 Rolls)", "asin": "B0CM3BSJ95", "price": "$6.45"},
{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39"}]
<|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": "2025-04-01T02:11:57.194Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"2025-04-01T23:13:36.525Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-04-01T23:13:36.525Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-01T23:13:36.525Z
|
click
|
search
|
rule
|
2025-04-01T23:13:36.525Z
|
click
|
search
|
train
| 520 |
2025-04-01T23:13:36.525Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-04-01T23:13:36.525Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"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\": \"kindle\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:14:06.270Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "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": "kindle"}]
<|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": "2025-04-01T23:14:06.270Z", // 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>
|
2025-04-01T23:14:06.270Z
|
click
|
search
|
rule
|
2025-04-01T23:14:06.270Z
|
click
|
search
|
train
| 521 |
2025-04-01T23:14:06.270Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "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": "kindle"}]
<|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": "2025-04-01T23:14:06.270Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"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\": \"kindle\"}],\n\"search_results\": [{\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Black\", \"asin\": \"B0CFPJYX7P\", \"price\": \"$159.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 2\"},\n{\"title\": \"New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha\", \"asin\": \"B0CNVCQZG1\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 2\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \\u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \\u2013 Metallic Jade\", \"asin\": \"B0CFPP8C33\", \"price\": \"$199.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BHZT5S12\", \"price\": \"$139.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$279.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 2\"},\n{\"title\": \"Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9T2C6B\", \"price\": \"$449.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Kids (16 GB) \\u2013 larger 7\\\" glare-free display \\u2013 Kids read an average of 1+ hour per day with Kindle \\u2013 Starfish\", \"asin\": \"B0CFPS7ZY9\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 2\"},\n{\"title\": \"New Amazon Fire HD 8 tablet, 8\\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)\", \"asin\": \"B0CVDN4QS6\", \"price\": \"$99.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale\", \"asin\": \"B0CNVBQK38\", \"price\": \"$129.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter\", \"asin\": \"B0D9ZWBFWQ\", \"price\": \"$146.97\", \"delivery\": \"\"},\n{\"title\": \"Kindle Paperwhite \\u2013 (Previous Generation - 2018 Release) Waterproof with 2X The Storage \\u2013 Ad-Supported (Used Condition)\", \"asin\": \"B09V8F3P91\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 3\"},\n{\"title\": \"Kindle Oasis \\u2013 With 7\\u201d display and page turn buttons\", \"asin\": \"B07GRSK3HC\", \"delivery\": \"Currently unavailable.\"},\n{\"title\": \"International Version - Kindle \\u2013 The lightest and most compact Kindle, now with a 6\\u201d 300 ppi high-resolution display, and 2x the storage \\u2013 Denim\", \"asin\": \"B09SWV1FSS\", \"price\": \"$119.99\"},\n{\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition Essentials Bundle including Kindle Colorsoft Signature Edition (32GB)- Black, Plant-Based Leather Cover-Jade and Wireless Charging Dock\", \"asin\": \"B0DC7VM6T7\", \"price\": \"$327.97\", \"delivery\": \"\"},\n{\"title\": \"Like-New Amazon Fire HD 8 tablet, 8\\u201d HD Display, 64 GB, 30% faster processor, designed for portable entertainment, (2022 release), Denim\", \"asin\": \"B09JRWFMCB\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Apr 13 - 18 for Prime members\"},\n{\"title\": \"New Amazon Kindle Scribe Essentials Bundle including New Kindle Scribe (64GB) - Tungsten, Premium Pen, Plant-Based Leather Folio-Black, and Power Adapter\", \"asin\": \"B0DB2RG2C5\", \"price\": \"$479.97\", \"delivery\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:14:37.328Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "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": "kindle"}],
"search_results": [{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Black", "asin": "B0CFPJYX7P", "price": "$159.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$139.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$279.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$449.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Starfish", "asin": "B0CFPS7ZY9", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$99.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": ""},
{"title": "Kindle Paperwhite \u2013 (Previous Generation - 2018 Release) Waterproof with 2X The Storage \u2013 Ad-Supported (Used Condition)", "asin": "B09V8F3P91", "price": "$49.99", "delivery": " Two-Day FREE delivery Thu, Apr 3"},
{"title": "Kindle Oasis \u2013 With 7\u201d display and page turn buttons", "asin": "B07GRSK3HC", "delivery": "Currently unavailable."},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition Essentials Bundle including Kindle Colorsoft Signature Edition (32GB)- Black, Plant-Based Leather Cover-Jade and Wireless Charging Dock", "asin": "B0DC7VM6T7", "price": "$327.97", "delivery": ""},
{"title": "Like-New Amazon Fire HD 8 tablet, 8\u201d HD Display, 64 GB, 30% faster processor, designed for portable entertainment, (2022 release), Denim", "asin": "B09JRWFMCB", "price": "$89.99", "delivery": "FREE delivery Apr 13 - 18 for Prime members"},
{"title": "New Amazon Kindle Scribe Essentials Bundle including New Kindle Scribe (64GB) - Tungsten, Premium Pen, Plant-Based Leather Folio-Black, and Power Adapter", "asin": "B0DB2RG2C5", "price": "$479.97", "delivery": ""}]
<|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": "2025-04-01T23:14:37.328Z", // 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>
|
2025-04-01T23:14:37.328Z
|
click_product
|
B0CFPJYX7P
|
rule
|
2025-04-01T23:14:37.328Z
|
click_product
|
B0CFPJYX7P
|
train
| 522 |
2025-04-01T23:14:37.328Z
|
click_product
|
B0CFPJYX7P
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "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": "kindle"}],
"search_results": [{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Black", "asin": "B0CFPJYX7P", "price": "$159.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$139.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$279.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$449.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Starfish", "asin": "B0CFPS7ZY9", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 2"},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$99.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": ""},
{"title": "Kindle Paperwhite \u2013 (Previous Generation - 2018 Release) Waterproof with 2X The Storage \u2013 Ad-Supported (Used Condition)", "asin": "B09V8F3P91", "price": "$49.99", "delivery": " Two-Day FREE delivery Thu, Apr 3"},
{"title": "Kindle Oasis \u2013 With 7\u201d display and page turn buttons", "asin": "B07GRSK3HC", "delivery": "Currently unavailable."},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition Essentials Bundle including Kindle Colorsoft Signature Edition (32GB)- Black, Plant-Based Leather Cover-Jade and Wireless Charging Dock", "asin": "B0DC7VM6T7", "price": "$327.97", "delivery": ""},
{"title": "Like-New Amazon Fire HD 8 tablet, 8\u201d HD Display, 64 GB, 30% faster processor, designed for portable entertainment, (2022 release), Denim", "asin": "B09JRWFMCB", "price": "$89.99", "delivery": "FREE delivery Apr 13 - 18 for Prime members"},
{"title": "New Amazon Kindle Scribe Essentials Bundle including New Kindle Scribe (64GB) - Tungsten, Premium Pen, Plant-Based Leather Folio-Black, and Power Adapter", "asin": "B0DB2RG2C5", "price": "$479.97", "delivery": ""}]
<|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": "2025-04-01T23:14:37.328Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"kindle\"}],\n\"product_details\": [{\"asin\": \"B0CTMR865D\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display, and weeks of battery life \\u2013 Raspberry + 3 Months Free Kindle Unlimited (with auto-renewal)\"},\n{\"bullet_list\": \"Our fastest Kindle ever \\u2013 The next-generation 7\\u201c Paperwhite display has a higher contrast ratio and 20% faster page turns. Ready for travel \\u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \\u2013 Your Kindle doesn\\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \\u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \\u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \\u2013 Take your stories by the pool, in the bath, or anywhere in between.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Option\": \"With 3 months free Kindle Unlimited\"},\n{\"Offer Type\": \"Ad-supported\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:14:42.390Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"product_details": [{"asin": "B0CTMR865D"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display, and weeks of battery life \u2013 Raspberry + 3 Months Free Kindle Unlimited (with auto-renewal)"},
{"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 20% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Option": "With 3 months free Kindle Unlimited"},
{"Offer Type": "Ad-supported"}]
<|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": "2025-04-01T23:14:42.390Z", // 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>
|
2025-04-01T23:14:42.390Z
|
click
|
product_option
|
rule
|
2025-04-01T23:14:42.390Z
|
click
|
product_option
|
train
| 523 |
2025-04-01T23:14:42.390Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"product_details": [{"asin": "B0CTMR865D"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display, and weeks of battery life \u2013 Raspberry + 3 Months Free Kindle Unlimited (with auto-renewal)"},
{"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 20% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Option": "With 3 months free Kindle Unlimited"},
{"Offer Type": "Ad-supported"}]
<|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": "2025-04-01T23:14:42.390Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"kindle\"}],\n\"product_details\": [{\"asin\": \"B0CTMS64NT\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display, and weeks of battery life \\u2013 Black + 3 Months Free Kindle Unlimited (with auto-renewal)\"},\n{\"bullet_list\": \"Our fastest Kindle ever \\u2013 The next-generation 7\\u201c Paperwhite display has a higher contrast ratio and 20% faster page turns. Ready for travel \\u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \\u2013 Your Kindle doesn\\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \\u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \\u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \\u2013 Take your stories by the pool, in the bath, or anywhere in between.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Option\": \"Without Kindle Unlimited\"},\n{\"Offer Type\": \"Ad-supported\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:14:45.023Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"product_details": [{"asin": "B0CTMS64NT"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display, and weeks of battery life \u2013 Black + 3 Months Free Kindle Unlimited (with auto-renewal)"},
{"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 20% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Option": "Without Kindle Unlimited"},
{"Offer Type": "Ad-supported"}]
<|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": "2025-04-01T23:14:45.023Z", // 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>
|
2025-04-01T23:14:45.023Z
|
click
|
product_option
|
rule
|
2025-04-01T23:14:45.023Z
|
click
|
product_option
|
train
| 524 |
2025-04-01T23:14:45.023Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"product_details": [{"asin": "B0CTMS64NT"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display, and weeks of battery life \u2013 Black + 3 Months Free Kindle Unlimited (with auto-renewal)"},
{"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 20% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Option": "Without Kindle Unlimited"},
{"Offer Type": "Ad-supported"}]
<|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": "2025-04-01T23:14:45.023Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"kindle\"}],\n\"product_details\": [{\"asin\": \"B0CFPJYX7P\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Black\"},\n{\"price\": \"$159.99\"},\n{\"bullet_list\": \"Our fastest Kindle ever \\u2013 The next-generation 7\\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \\u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \\u2013 Your Kindle doesn\\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \\u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \\u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \\u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \\u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Option\": \"Without Kindle Unlimited\"},\n{\"Offer Type\": \"Without Lockscreen Ads\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:14:50.458Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"product_details": [{"asin": "B0CFPJYX7P"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Black"},
{"price": "$159.99"},
{"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Option": "Without Kindle Unlimited"},
{"Offer Type": "Without Lockscreen Ads"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:14:50.458Z", // 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>
|
2025-04-01T23:14:50.458Z
|
click
|
product_option
|
rule
|
2025-04-01T23:14:50.458Z
|
click
|
product_option
|
train
| 525 |
2025-04-01T23:14:50.458Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"product_details": [{"asin": "B0CFPJYX7P"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Black"},
{"price": "$159.99"},
{"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Option": "Without Kindle Unlimited"},
{"Offer Type": "Without Lockscreen Ads"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:14:50.458Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"kindle\"}],\n\"product_details\": [{\"asin\": \"B0DDZJS3SB\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display, and weeks of battery life \\u2013 Without lockscreen ads \\u2013 Black\"},\n{\"bullet_list\": \"Our fastest Kindle ever \\u2013 The next-generation 7\\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \\u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \\u2013 Your Kindle doesn\\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \\u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \\u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \\u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \\u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Option\": \"Without Kindle Unlimited\"},\n{\"Offer Type\": \"Without Lockscreen Ads\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:15:49.203Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"product_details": [{"asin": "B0DDZJS3SB"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display, and weeks of battery life \u2013 Without lockscreen ads \u2013 Black"},
{"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Option": "Without Kindle Unlimited"},
{"Offer Type": "Without Lockscreen Ads"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:15:49.203Z", // 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>
|
2025-04-01T23:15:49.203Z
|
click
|
other
|
rule
|
2025-04-01T23:15:49.203Z
|
click
|
other
|
train
| 526 |
2025-04-01T23:15:49.203Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"product_details": [{"asin": "B0DDZJS3SB"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display, and weeks of battery life \u2013 Without lockscreen ads \u2013 Black"},
{"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Option": "Without Kindle Unlimited"},
{"Offer Type": "Without Lockscreen Ads"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:15:49.203Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"kindle\"}],\n\"product_details\": [{\"asin\": \"B0DDZJS3SB\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display, and weeks of battery life \\u2013 Without lockscreen ads \\u2013 Black\"},\n{\"bullet_list\": \"Our fastest Kindle ever \\u2013 The next-generation 7\\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \\u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \\u2013 Your Kindle doesn\\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \\u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \\u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \\u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \\u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Option\": \"Without Kindle Unlimited\"},\n{\"Offer Type\": \"Without Lockscreen Ads\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:00.251Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"product_details": [{"asin": "B0DDZJS3SB"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display, and weeks of battery life \u2013 Without lockscreen ads \u2013 Black"},
{"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Option": "Without Kindle Unlimited"},
{"Offer Type": "Without Lockscreen Ads"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:16:00.251Z", // 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>
|
2025-04-01T23:16:00.251Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:16:00.251Z
|
click
|
nav_bar
|
train
| 527 |
2025-04-01T23:16:00.251Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"product_details": [{"asin": "B0DDZJS3SB"},
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display, and weeks of battery life \u2013 Without lockscreen ads \u2013 Black"},
{"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black"},
{"Option": "Without Kindle Unlimited"},
{"Offer Type": "Without Lockscreen Ads"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:16:00.251Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Blue Trash Bags, Blue, 13 Gallon, 60 Count\", \"asin\": \"B01MRI9H1G\", \"price\": \"$9.37\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"B09CBSBFQ2\", \"price\": \"$40.50\", \"quantity\": \"\"},\n{\"title\": \"Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)\", \"asin\": \"B084ZJ6541\", \"price\": \"$18.74\", \"quantity\": \"\"},\n{\"title\": \"UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)\", \"asin\": \"B082VMG9DT\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)\", \"asin\": \"B0126XBQK6\", \"price\": \"$7.17\", \"quantity\": \"\"},\n{\"title\": \"Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.\", \"asin\": \"B004L5NEWQ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \\u2013 11504560\", \"asin\": \"B0BRTCGTVJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6K\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.\", \"asin\": \"B0077UYTUS\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count\", \"asin\": \"B012CFJFOW\", \"price\": \"$18.87\", \"quantity\": \"\"},\n{\"title\": \"Series 7 70S Electric Shaver Head Replacement Cassette \\u2013 Silver\", \"asin\": \"B001VEK1HQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)\", \"asin\": \"B000VDX2UG\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"Twin Dos Care - 11171450\", \"asin\": \"B09NHWLWPN\", \"price\": \"$19.58\", \"quantity\": \"\"},\n{\"title\": \"Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)\", \"asin\": \"B07215381G\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Myth of Sisyphus (Vintage International)\", \"asin\": \"0525564454\", \"price\": \"$9.19\", \"quantity\": \"\"},\n{\"title\": \"Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra\", \"asin\": \"B0BQMGMXC9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)\", \"asin\": \"B095Z5PKDJ\", \"price\": \"$17.93\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6M\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"quantity\": \"\"},\n{\"title\": \"Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)\", \"asin\": \"B089WLQ3TP\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g\", \"asin\": \"B000GZJITI\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3\", \"asin\": \"B0BM4H31S1\", \"price\": \"$18.74\", \"quantity\": \"\"},\n{\"title\": \"Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6\", \"asin\": \"B09NWLVPC1\", \"price\": \"$41.91\", \"quantity\": \"\"},\n{\"title\": \"3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter\", \"asin\": \"B00GTSEG66\", \"price\": \"$16.33\", \"quantity\": \"\"},\n{\"title\": \"12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More\", \"asin\": \"B0D182G6HX\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)\", \"asin\": \"B095Z57SV9\", \"price\": \"$22.93\", \"quantity\": \"\"},\n{\"title\": \"The Oregon Trail Nintendo Switch\", \"asin\": \"B0D2PHP74H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls\", \"asin\": \"B0CV4GS3F2\", \"price\": \"$4.97\", \"quantity\": \"\"},\n{\"title\": \"Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\\\") & Kindle Colorsoft Signature Edition (7\\\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear\", \"asin\": \"B0DK6TYFL4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)\", \"asin\": \"B0DL7CCVFM\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals\", \"asin\": \"B0748J34WZ\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Anti-Glare Matte Screen Protector for 7\\\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film\", \"asin\": \"B0DL63XSHC\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle\", \"asin\": \"B0BQ695F21\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary\", \"asin\": \"B09M5XF6JV\", \"price\": \"$6.58\", \"quantity\": \"\"},\n{\"title\": \"Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.97\", \"quantity\": \"\"},\n{\"title\": \"Clear Case for 7\\\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - 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\"B01DDIRDZA\", \"price\": \"$46.10\", \"quantity\": \"\"},\n{\"title\": \"Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)\", \"asin\": \"B07ND51YPC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)\", \"asin\": \"B01E6WOVX4\", \"price\": \"$13.98\", \"quantity\": \"\"},\n{\"title\": \"Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)\", \"asin\": \"B00451SGZ6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count\", \"asin\": \"B0015068PA\", \"price\": \"$17.18\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 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video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection\", \"asin\": \"B00B8CG602\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"Original Dog Treats Biscuits for Medium Dogs, 10 Pound\", \"asin\": \"B000I82DTU\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!\", \"asin\": \"B09PF4KVHJ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n{\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n{\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n{\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n{\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:16.063Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96", "quantity": ""},
{"title": "Blue Trash Bags, Blue, 13 Gallon, 60 Count", "asin": "B01MRI9H1G", "price": "$9.37", "quantity": ""},
{"title": "Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.", "asin": "B09CBSBFQ2", "price": "$40.50", "quantity": ""},
{"title": "Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)", "asin": "B084ZJ6541", "price": "$18.74", "quantity": ""},
{"title": "UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)", "asin": "B082VMG9DT", "price": "$59.98", "quantity": ""},
{"title": "Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)", "asin": "B0126XBQK6", "price": "$7.17", "quantity": ""},
{"title": "Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.", "asin": "B004L5NEWQ", "price": "$32.99", "quantity": ""},
{"title": "Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \u2013 11504560", "asin": "B0BRTCGTVJ", "price": "$29.99", "quantity": ""},
{"title": "Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6K", "price": "$39.00", "quantity": ""},
{"title": "Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.", "asin": "B0077UYTUS", "price": "$31.99", "quantity": ""},
{"title": "Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count", "asin": "B012CFJFOW", "price": "$18.87", "quantity": ""},
{"title": "Series 7 70S Electric Shaver Head Replacement Cassette \u2013 Silver", "asin": "B001VEK1HQ", "price": "$34.99", "quantity": ""},
{"title": "ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)", "asin": "B000VDX2UG", "price": "$6.98", "quantity": ""},
{"title": "Twin Dos Care - 11171450", "asin": "B09NHWLWPN", "price": "$19.58", "quantity": ""},
{"title": "Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)", "asin": "B07215381G", "price": "$15.99", "quantity": ""},
{"title": "The Myth of Sisyphus (Vintage International)", "asin": "0525564454", "price": "$9.19", "quantity": ""},
{"title": "Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra", "asin": "B0BQMGMXC9", "price": "$39.99", "quantity": ""},
{"title": "Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)", "asin": "B095Z5PKDJ", "price": "$17.93", "quantity": ""},
{"title": "Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6M", "price": "$39.00", "quantity": ""},
{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "quantity": ""},
{"title": "Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)", "asin": "B089WLQ3TP", "price": "$16.99", "quantity": ""},
{"title": "Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g", "asin": "B000GZJITI", "price": "$22.99", "quantity": ""},
{"title": "Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3", "asin": "B0BM4H31S1", "price": "$18.74", "quantity": ""},
{"title": "Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6", "asin": "B09NWLVPC1", "price": "$41.91", "quantity": ""},
{"title": "3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter", "asin": "B00GTSEG66", "price": "$16.33", "quantity": ""},
{"title": "12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More", "asin": "B0D182G6HX", "price": "$5.98", "quantity": ""},
{"title": "Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)", "asin": "B095Z57SV9", "price": "$22.93", "quantity": ""},
{"title": "The Oregon Trail Nintendo Switch", "asin": "B0D2PHP74H", "price": "$39.99", "quantity": ""},
{"title": "Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\"\u00d78.3\"(Brown)", "asin": "B0B4DKQSDV", "price": "$9.99", "quantity": ""},
{"title": "Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls", "asin": "B0CV4GS3F2", "price": "$4.97", "quantity": ""},
{"title": "Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\") & Kindle Colorsoft Signature Edition (7\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear", "asin": "B0DK6TYFL4", "price": "$9.99", "quantity": ""},
{"title": "3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)", "asin": "B0DL7CCVFM", "price": "$8.99", "quantity": ""},
{"title": "Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals", "asin": "B0748J34WZ", "price": "$5.99", "quantity": ""},
{"title": "3 Pack Anti-Glare Matte Screen Protector for 7\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film", "asin": "B0DL63XSHC", "price": "$6.99", "quantity": ""},
{"title": "Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle", "asin": "B0BQ695F21", "price": "$9.98", "quantity": ""},
{"title": "Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary", "asin": "B09M5XF6JV", "price": "$6.58", "quantity": ""},
{"title": "Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.97", "quantity": ""},
{"title": "Clear Case for 7\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - Ultra Slim Soft TPU Transparent Cover & Lightweight, Clear", "asin": "B0DL93RX12", "price": "$5.95", "quantity": ""},
{"title": "Ultra Soft Facial Tissues, 3 Flat Boxes, 120 Tissues per Box, 3-Ply (360 Total Tissues), Packaging May Vary", "asin": "B09M6JWHV5", "price": "$5.97", "quantity": ""},
{"title": "Multi-Surface Cloth Paper Towels, 3 Double Rolls, 110 Sheets Per Roll", "asin": "B0CKWMSSC7", "price": "$7.49", "quantity": ""},
{"title": "Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Case for Kindle Paperwhite 12th Gen 2024 (7\") & Kindle Colorsoft Signature Edition - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Paperwhite Signature 2024 Released, Black", "asin": "B0DKF79X8L", "price": "$13.99", "quantity": ""},
{"title": "EZ-Squeeze Ultra Dish Soap, Dishwashing Liquid, Original, Dish Soap Refill, 22 fl oz", "asin": "B09NF7RLYH", "price": "$3.94", "quantity": ""},
{"title": "Multi Purpose Cleaner , Car Cleaner Spray for All Auto Surfaces, 16 Fl Oz", "asin": "B000CF6L0G", "price": "$6.59", "quantity": ""},
{"title": "Women's Postpartum Underwear, Disposable Boyshort Underwear, Seamless with Stretchy Support, Postpartum Essentials, Size Regular (Waist 28\"-42\" Stretched), 8 Count, Grey", "asin": "B07THFQS6Y", "price": "$12.71", "quantity": ""},
{"title": "Organic Nipple Butter\u2122 | Nipple Cream Safe for Breastfeeding | Postpartum Essentials for Nursing | Non Lanolin Nipple Cream, 2-Fluid Ounce", "asin": "B000JVCBBG", "price": "$13.97", "quantity": ""},
{"title": "2-in-1 Postpartum Pads, Absorbent Perineal Ice Maxi Pads, Instant Cold Therapy Packs and Maternity Pad in One", "asin": "B07THDP4KZ", "price": "$18.89", "quantity": ""},
{"title": "Capsules Vertuo, Half Caffeinato, Mild Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768QPPZC", "price": "$39.00", "quantity": ""},
{"title": "Medicated Cooling Pads, 100 Count \u2013 Pads with Witch Hazel, Cleanses Sensitive Areas, Protects from Irritation, Hemorrhoid Treatment, Medicated Pads Used By Hospitals", "asin": "B06ZYLFV8L", "price": "$7.68", "quantity": ""},
{"title": "Milkmakers Lactation Cookie Bites, Oatmeal Chocolate Chip, 10 Ct", "asin": "B0792MKS8F", "price": "$18.99", "quantity": ""},
{"title": "Nananubs Banana Massaging Toothbrush", "asin": "B01LYHTATF", "price": "$4.98", "quantity": ""},
{"title": "Saline Spray and Drops, Safe for Newborns, 0.5 fl oz", "asin": "B005P4J5I4", "price": "$3.27", "quantity": ""},
{"title": "Witch Hazel Perineal Cooling Pad Liners for Postpartum Care, Hospital Bag Essentials for Pain Relief After Birth, Full-Length Medicated Cooling Pad Liners (24ct)", "asin": "B07TYH9JYZ", "price": "$9.39", "quantity": ""},
{"title": "Capsules Vertuo, Stormio, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768QK616", "price": "$39.00", "quantity": ""},
{"title": "Sunflower Lecithin 1200mg, Lactation Support, Sunflower Lecithin Supplement for Clogged Milk Ducts, Made in USA, 200 Softgels", "asin": "B07BKR77N6", "price": "$23.99", "quantity": ""},
{"title": "Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count", "asin": "B00006ANDK", "price": "$21.99", "quantity": ""},
{"title": "Organic Baby Vitamin D Drops | Promotes Healthy Growth and Bone Development | Age Newborn+ | 0.11 Fl Oz (100 Servings)", "asin": "B01FSY52FK", "price": "$12.49", "quantity": ""},
{"title": "Series 9 Electric Shaver Replacement Head - 92S - Compatible with all Series 9 Electric Razors 9290cc, 9291cc, 9370cc, 9293s, 9385cc, 9390cc, 9330s, 9296cc", "asin": "B01M29018Y", "price": "$79.99", "quantity": ""},
{"title": "Permanent Markers Bulk Set, Fine Tip Markers Set, Markers For Plastic, Metal, Wood, And More, Black, 36 Count", "asin": "B00G4CJ8GK", "price": "$17.97", "quantity": ""},
{"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$69.99", "quantity": ""},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$12.99", "quantity": ""},
{"title": "QuickSnap Flash 400 One-Time-Use Camera - 2 Pack", "asin": "B00012YIA0", "price": "$23.53", "quantity": ""},
{"title": "Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Soundcore 2 Portable Bluetooth Speaker with IPX7 Waterproof, 24-Hour Playtime, Wireless Stereo Pairing, 12W Stereo Sound, Bluetooth 5, Bassup, Electronics for Home, Shower, Outdoors, Travel", "asin": "B01MTB55WH", "price": "$29.99", "quantity": ""},
{"title": "AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$199.00", "quantity": ""},
{"title": "Cable Zip Ties,400 Pack Black Assorted Sizes 12+8+6+4 Inch,Multi-Purpose Self-Locking Nylon Cable Cord Management ,Plastic Wire Ties for Home,Office,Garden,Workshop. By HAVE ME TD", "asin": "B08TVLYB3Q", "price": "$5.99", "quantity": ""},
{"title": "AirFly SE | Bluetooth Wireless Transmitter/Adapter for AirPods/Wireless or Noise-Cancelling Headphones; use on Airplanes and Gym Equipment, 20+ hr Battery Life", "asin": "B0BQZBMXD4", "price": "$28.99", "quantity": ""},
{"title": "Portable Monitor 15.6inch 1080P FHD USB-C, HDMI Computer Display HDR IPS Gaming Monitor w/Premium Smart Cover & Screen Protector, Speakers, for Laptop PC MAC Phone PS4 Xbox Switch", "asin": "B088D8JG3L", "price": "$69.99", "quantity": ""},
{"title": "(Pack of 2) Replacement-Remote-Control for Roku-TV,Compatible for TCL Roku/Hisense Roku/Onn Roku/Philips Roku Smart TVs(Not for Roku Stick and Box)", "asin": "B09Z6Q2MLC", "price": "$9.98", "quantity": ""},
{"title": "TV Wall Mount for 32-65 Inch TV, TV Mount with Swivel and Tilt, Full Motion TV Bracket with Articulating Dual Arms, Fits 16inch Studs, Max VESA 400X400 mm, 99lbs, MD2380", "asin": "B00SFSU53G", "price": "$39.99", "quantity": ""},
{"title": "Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)", "asin": "B08R6S1M1K", "price": "$9.98", "quantity": ""},
{"title": "Dash Cam Front Rear, 4K/2.5K Full HD Dash Camera for Cars, Included 32GB Card, Built-in Wi-Fi GPS, 3.16\u201d IPS Screen, Night Vision, 170\u00b0Wide Angle, WDR, 24H Parking Mode(F7NP)", "asin": "B098WVKF19", "price": "$119.99", "quantity": ""},
{"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.00", "quantity": ""},
{"title": "AirPods 4 Wireless Earbuds, Bluetooth Headphones, Personalized Spatial Audio, Sweat and Water Resistant, USB-C Charging Case, H2 Chip, Up to 30 Hours of Battery Life, Effortless Setup for iPhone", "asin": "B0DGHMNQ5Z", "price": "$117.00", "quantity": ""},
{"title": "Ice and Water Refrigerator Filter 1, EDR1RXD1, Single-Pack , Purple", "asin": "B00UXG4WR8", "price": "$49.98", "quantity": ""},
{"title": "Under Cabinet Lights,40 LED Rechargeable Battery Operated Motion Sensor Light Indoor, 2 Pack Magnetic Dimmable Closet Lights, Wireless Under Counter Lights for Kitchen, Stairs", "asin": "B0BDF8CVBN", "price": "$18.99", "quantity": ""},
{"title": "Carbon Monoxide Detector, Battery Powered CO Alarm with LEDs, Test-Reset Button, Low Battery Indicator, Portable", "asin": "B004Y6V6K4", "price": "$18.50", "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": "Floating Shelves for Wall, Wall Mounted Rustic Wood Shelves for Bathroom, Bedroom, Living Room, Kitchen, Hanging Shelf for Books/Storage/Room Decor with 22lbs Capacity (Black, Set of 3, 15.7in)", "asin": "B0BQHV84H6", "price": "$19.99", "quantity": ""},
{"title": "LED Outdoor String Lights 100FT Patio Lights with 52 Shatterproof ST38 Vintage Edison Bulbs, Outside Hanging Lights Waterproof for Porch, Deck, Garden, Backyard, Balcony, 2700K Dimmable", "asin": "B0B4NT4J28", "price": "$36.99", "quantity": ""},
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{"title": "Creator 3 in 1 Wild Animals Surprising Spider Toy - Building Toy with 3 Build Options, Spider, Scorpion, or Snake - Animal Figures for Kids, Boys & Girls, Ages 7+ - Gift Idea for Birthday - 31159", "asin": "B0DJ1BQHQX", "price": "$8.31", "quantity": ""},
{"title": "Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect", "asin": "B0DHWFWSVF", "price": "$34.94", "quantity": ""},
{"title": "Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344", "asin": "B0DJ18ZWYQ", "price": "$25.49", "quantity": ""},
{"title": "360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing", "asin": "B0DLT4GBST", "price": "$16.99", "quantity": ""},
{"title": "Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count", "asin": "B0DGHV148S", "price": "$19.61", "quantity": ""},
{"title": "2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""},
{"title": "URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)", "asin": "B0D5FZGY8W", "price": "$28.97", "quantity": ""},
{"title": "Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz", "asin": "B00TSTZQEY", "price": "$9.99", "quantity": ""},
{"title": "Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step", "asin": "B0BM63Y76W", "price": "$35.98", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "quantity": ""},
{"title": "24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)", "asin": "B074F145Y1", "price": "$28.47", "quantity": ""},
{"title": "Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free", "asin": "B0734849YK", "price": "$9.99", "quantity": ""},
{"title": "CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing", "asin": "B00KOSP454", "price": "$5.59", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)", "asin": "B017G1051Y", "price": "$9.99", "quantity": ""},
{"title": "Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)", "asin": "B08CMP263B", "price": "$20.99", "quantity": ""},
{"title": "SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce", "asin": "B001ANQVYU", "price": "$17.95", "quantity": ""},
{"title": "500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown", "asin": "B01MR4Y0CZ", "price": "$24.99", "quantity": ""},
{"title": "Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count", "asin": "B0B33LJX6N", "price": "$22.98", "quantity": ""},
{"title": "Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)", "asin": "B07FHM225F", "price": "$15.02", "quantity": ""},
{"title": "Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)", "asin": "B077G22ZKW", "price": "$16.98", "quantity": ""},
{"title": "K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)", "asin": "B009GDBNF8", "price": "$57.31", "quantity": ""},
{"title": "Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)", "asin": "B06X8Z2W7W", "price": "$10.02", "quantity": ""},
{"title": "Fun Times Mix Variety Pack, (Pack of 40)", "asin": "B076H6F974", "price": "$22.43", "quantity": ""},
{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
{"title": "Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)", "asin": "B00451SGZ6", "price": "$12.99", "quantity": ""},
{"title": "Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count", "asin": "B0015068PA", "price": "$17.18", "quantity": ""},
{"title": "Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.", "asin": "B0BZJVFFNM", "price": "$39.00", "quantity": ""},
{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
{"title": "Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz", "asin": "B08LGD7WRZ", "price": "$3.97", "quantity": ""},
{"title": "English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary", "asin": "B001GM60LE", "price": "$11.42", "quantity": ""},
{"title": "Shown on TV \u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\"x19\"", "asin": "B08N6VLJKV", "price": "$19.95", "quantity": ""},
{"title": "Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
{"title": "Original Dog Treats Biscuits for Medium Dogs, 10 Pound", "asin": "B000I82DTU", "price": "$14.98", "quantity": ""},
{"title": "Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!", "asin": "B09PF4KVHJ", "price": "$23.97", "quantity": ""},
{"title": "Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans", "asin": "B00JT3TP1O", "price": "$22.03", "quantity": ""},
{"title": "Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub", "asin": "B01LNB6SA0", "price": "$15.48", "quantity": ""},
{"title": "50 Count 30\u201d x 36\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads", "asin": "B0CPPLFQKB", "price": "$27.99", "quantity": ""},
{"title": "Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue", "asin": "B0CLLPVZRV", "price": "$14.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""},
{"title": "Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip", "asin": "B00NABTC8M", "price": "$8.19", "quantity": ""},
{"title": "Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count", "asin": "B07NHL31CC", "price": "$9.98", "quantity": ""},
{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
{"title": "Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \u2013 Citrus Cleaner with Natural Orange Oil \u2013 24 oz", "asin": "B07N316V8C", "price": "$17.96", "quantity": ""},
{"title": "ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs", "asin": "B0C5Y6MBCR", "price": "$35.23", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:16:16.063Z", // 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>
|
2025-04-01T23:16:16.063Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:16:16.063Z
|
click
|
nav_bar
|
train
| 528 |
2025-04-01T23:16:16.063Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96", "quantity": ""},
{"title": "Blue Trash Bags, Blue, 13 Gallon, 60 Count", "asin": "B01MRI9H1G", "price": "$9.37", "quantity": ""},
{"title": "Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.", "asin": "B09CBSBFQ2", "price": "$40.50", "quantity": ""},
{"title": "Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)", "asin": "B084ZJ6541", "price": "$18.74", "quantity": ""},
{"title": "UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)", "asin": "B082VMG9DT", "price": "$59.98", "quantity": ""},
{"title": "Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)", "asin": "B0126XBQK6", "price": "$7.17", "quantity": ""},
{"title": "Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.", "asin": "B004L5NEWQ", "price": "$32.99", "quantity": ""},
{"title": "Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \u2013 11504560", "asin": "B0BRTCGTVJ", "price": "$29.99", "quantity": ""},
{"title": "Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6K", "price": "$39.00", "quantity": ""},
{"title": "Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.", "asin": "B0077UYTUS", "price": "$31.99", "quantity": ""},
{"title": "Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count", "asin": "B012CFJFOW", "price": "$18.87", "quantity": ""},
{"title": "Series 7 70S Electric Shaver Head Replacement Cassette \u2013 Silver", "asin": "B001VEK1HQ", "price": "$34.99", "quantity": ""},
{"title": "ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)", "asin": "B000VDX2UG", "price": "$6.98", "quantity": ""},
{"title": "Twin Dos Care - 11171450", "asin": "B09NHWLWPN", "price": "$19.58", "quantity": ""},
{"title": "Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)", "asin": "B07215381G", "price": "$15.99", "quantity": ""},
{"title": "The Myth of Sisyphus (Vintage International)", "asin": "0525564454", "price": "$9.19", "quantity": ""},
{"title": "Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra", "asin": "B0BQMGMXC9", "price": "$39.99", "quantity": ""},
{"title": "Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)", "asin": "B095Z5PKDJ", "price": "$17.93", "quantity": ""},
{"title": "Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6M", "price": "$39.00", "quantity": ""},
{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "quantity": ""},
{"title": "Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)", "asin": "B089WLQ3TP", "price": "$16.99", "quantity": ""},
{"title": "Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g", "asin": "B000GZJITI", "price": "$22.99", "quantity": ""},
{"title": "Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3", "asin": "B0BM4H31S1", "price": "$18.74", "quantity": ""},
{"title": "Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6", "asin": "B09NWLVPC1", "price": "$41.91", "quantity": ""},
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{"title": "SKIN PERFECTING 2% BHA Liquid Salicylic Acid Exfoliant- Exfoliating Toner for Face, Blackheads, Enlarged Pores, Wrinkles & Fine Lines, Fragrance-Free", "asin": "B00949CTQQ", "price": "$35.00", "quantity": ""},
{"title": "3D Whitestrips Professional Effects, Whitestrip 3D White, Teeth Whitening Strip Kit, 44 Strips (22 Count Pack), Crest Teeth Whitening Strips, Teeth Whitening Kit", "asin": "B00AHAWWO0", "price": "$29.99", "quantity": ""},
{"title": "67XL Black High-yield Ink Cartridge | Works with HP DeskJet 1255, 2700, 4100 Series, HP ENVY 6000, 6400 Series | Eligible for Instant Ink | One Size | 3YM57AN", "asin": "B08412PTS8", "price": "$29.89", "quantity": ""},
{"title": "Hydration Multiplier - Lemon Lime | Electrolyte Powder Drink Mix | 1 Pack (16 Servings)", "asin": "B01IT9NLHW", "price": "$23.46", "quantity": ""},
{"title": "Nipple Cover - Sticky Adhesive Silicone Nipple Pasties - Reusable Pasty Nipple Covers for Women with Travel Box", "asin": "B001PU9A9Q", "price": "$26.50", "quantity": ""},
{"title": "Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz", "asin": "B08KT2Z93D", "price": "$8.98", "quantity": ""},
{"title": "iPhone Charger Fast Charging 2 Pack Type C Wall Charger Block with 2 Pack [6FT&10FT] Long USB C to Lightning Cable for iPhone 14/13/12/12 Pro Max/11/Xs Max/XR/X,AirPods Pro", "asin": "B0B283QP2N", "price": "$9.99", "quantity": ""},
{"title": "Churu Cat Treats, Grain-Free, Lickable, Squeezable Creamy Pur\u00e9e Cat Treat/Topper with Vitamin E & Taurine, 0.5 Ounces Each Tube, 50 Tubes, Tuna & Chicken Variety", "asin": "B07D323MFZ", "price": "$23.98", "quantity": ""},
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{"title": "Snail Mucin 96% Power Repairing Essence 3.38 fl.oz 100ml, Hydrating Serum for Face with Snail Secretion Filtrate for Dull Skin & Fine Lines, Korean Skin Care", "asin": "B00PBX3L7K", "price": "$18.50", "quantity": ""},
{"title": "Clicks Retractable Tip Markers (10ct), Easter Basket Essentials, Cone Tip, Washable Art Marker Set for Kids, Long Lasting Coloring Supplies, 3+", "asin": "B08LQYT546", "price": "$9.99", "quantity": ""},
{"title": "Travel Backpack for Women, Carry On Backpack with USB Charging Port & Shoe Pouch, TSA 15.6inch Laptop Mochila Flight Approved, Nurse Bag Casual Daypack for Weekender Business Hiking, Pink", "asin": "B09MQWWP87", "price": "$17.99", "quantity": ""},
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{"title": "Ergonomic Mouse Pad with Gel Wrist Rest, Comfortable Mousepad with Smooth Wrist Support Surface and Non-Slip PU Base for Pain Relief, Computer, Laptop, Office & Home, 9.4 x 8.1 in, Black Color", "asin": "B07DVCGX7G", "price": "$9.99", "quantity": ""},
{"title": "Original Liquid - 8 Ounce - Surface Safe Adhesive Remover Safely Removes Stickers Labels Decals Residue Tape Chewing Gum Grease Tar Crayon Glue", "asin": "B07PW7J8QG", "price": "$12.88", "quantity": ""},
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{"title": "Super Glue with Brush & Nozzle Applicator, Clear Glue, 12 Gram (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs", "asin": "B01LYO4R4I", "price": "$9.89", "quantity": ""},
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{"title": "Clear Thermal Laminating Plastic Paper Laminator Sheets, 9 x 11.5-Inch, 200-Pack, 3mil", "asin": "B079KL4C91", "price": "$17.44", "quantity": ""},
{"title": "Low Odor Dry Erase Marker Set with White Board Eraser and Cleaner, Chisel Tip Dry Erase Markers, Assorted Colors, 6 Piece Set with Whiteboard Cleaner", "asin": "B000MK2PZ6", "price": "$6.99", "quantity": ""},
{"title": "G2 Premium Gel Roller Pens, Fine Point 0.7 mm, Black, Pack of 12 (Dozen Box)", "asin": "B001GAOTSW", "price": "$13.95", "quantity": ""},
{"title": "Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Laptop Desk Pad, Waterproof Desk Writing Pad for Office and Home (Black, 23.6\" x 13.8\")", "asin": "B0BMTPC44X", "price": "$9.99", "quantity": ""},
{"title": "10 Security Self Seal Envelopes \u2013 100 Qty |No Window, EnveGuard, 4\u215b x 9\u00bd\", White, 24 LB, 100 Count (34100)", "asin": "B01D0OANU4", "price": "$9.99", "quantity": ""},
{"title": "Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$3.19", "quantity": ""},
{"title": "Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Super Strong Nail Glue for Press On Nails, Nail Tips & Acrylic Nails (8ml) NYK1 NailBond Brush On Glue for Press Ons, Fake Nails Tips & Acrylics - Long Lasting, Maximum Strength, Mess-Free Application", "asin": "B01I70RA8E", "price": "$12.99", "quantity": ""},
{"title": "Dermaplaning Tool - Face Razors for Women and Men, Eyebrow Trimmer and Face Shaver, Facial Hair Removal, Facial Razors for Women and Men, Dermaplane Razor - 12pc, Terracotta", "asin": "B08V3JGB1F", "price": "$8.90", "quantity": ""},
{"title": "Women's Balance Hair Growth Supplements, Ages 45 and Up, Clinically Proven for Visibly Thicker Hair and Scalp Coverage, Dermatologist Recommended - 1 Month Supply", "asin": "B07QZ5CTTF", "price": "$88.00", "quantity": ""},
{"title": "Silk Bonnet for Sleeping Women Satin Bonnet Double Layer Satin Lined Hair Bonnet with Tie Band Curly Hair", "asin": "B0BLXZ4YBJ", "price": "$12.99", "quantity": ""},
{"title": "Glycolic Acid 7% Exfoliating Toner, Brightening and Smoothing Daily Toner for More Even-Looking Skin Tone", "asin": "B071914GGL", "price": "$13.00", "quantity": ""},
{"title": "Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter", "asin": "B07DY2YZW6", "price": "$19.00", "quantity": ""},
{"title": "Collagen Overnight Wrapping Peel Off Facial Mask Pack - Elasticity & Hydration Care, Reduces Sagging & Dullness - Hydrolyzed Collagen For Glowing Skin - Korean Skin Care, 2.53 fl.oz", "asin": "B0BRMYHMS5", "price": "$18.90", "quantity": ""},
{"title": "Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "B002MSN3QQ", "price": "$44.00", "quantity": ""},
{"title": "Kojic Acid Dark Spot Remover Soap Bars with Vitamin C, Retinol, Collagen, Turmeric - Original Japanese Complex Infused with Hyaluronic Acid, Vitamin E, Shea Butter, Castile Olive Oil (2 Pack)", "asin": "B09MFMCTRK", "price": "$14.99", "quantity": ""},
{"title": "Ear and Nose Hair Trimmer Clipper - 2025 Professional Painless Eyebrow & Facial Hair Trimmer for Men Women,Battery-Operated Trimmer with IPX7 Waterproof,Dual Edge Blades for Easy Cleansing Black", "asin": "B098NSHBQK", "price": "$12.99", "quantity": ""},
{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Hand Soap, Made with Essential Oils, Biodegradable Formula, Rain Water, 12.5 fl. oz - Pack of 3", "asin": "B07TJG79HP", "price": "$14.34", "quantity": ""},
{"title": "Super Serum Body Wash for Extra Dry Skin, 24hr Long Lasting Hydration, 5+ Ingredient Serum Complex for Bright Even Firm Luminous Skin, 18.5 fl oz", "asin": "B0DMQ7J3YQ", "price": "$12.97", "quantity": ""},
{"title": "Indulgence Protein Shake, 30g Protein, 3g Sugar, Chocolate Covered Strawberry, 11.5 fl oz, Pack of 12", "asin": "B0DLCNXJD1", "price": "$28.39", "quantity": ""},
{"title": "Creator 3 in 1 Cute Bunny Toy - Building Toy Set with 3 Build Options, Bunny, Seal, or Llama - Easter Basket Gift & Craft - Animal Figures for Kids, Girls and Boys, Ages 8+ - 31162", "asin": "B0DJ1B2RW6", "price": "$19.95", "quantity": ""},
{"title": "Electric NoseFrida Nasal Aspirator for Baby, Nose Sucker for Baby & Toddler, Upgraded Nasal Aspirator for Congestion Relief with 3 Suction Levels, 2 Silicone Tips, USB", "asin": "B0DSCJW89Z", "price": "$27.97", "quantity": ""},
{"title": "Label Maker Tape Refill Compatible with Brother P-Touch Label Tape TZ TZe Tape 12mm 0.47 Laminated White 1/2\" Black on White TZe-231 TZE231 for PT-D210 D220 H110 D410 P710BT H111 1070 1880, 6-Pack", "asin": "B0DK8D8RXW", "price": "$20.99", "quantity": ""},
{"title": "Handheld Vacuum Cordless Rechargeable, LED Light, 1.65 Pounds Car Vacuums Light Weight, Hand Vacuum Cordless Rechargeable with Washable Filter, USB Charge", "asin": "B0DWXGNFJD", "price": "$39.99", "quantity": ""},
{"title": "Hydrating Anti Dandruff Shampoo, 1% Pyrithione Zinc Dandruff Treatment With Ceramides, Niacinamide & Hyaluronic Acid, Helps Eliminate Flakes & Provides Itchy Scalp Relief, Sulfate Free, 12 Oz", "asin": "B0DV43L7J8", "price": "$9.97", "quantity": ""},
{"title": "Samsung Galaxy S25 Ultra Commuter Series Case - Black", "asin": "B0DP3G4DCN", "price": "$29.20", "quantity": ""},
{"title": "Ultra Blue Hawaiian, Sugar Free Energy Drink, 16 Ounce (Pack of 15)", "asin": "B0DSGRDCHY", "price": "$31.26", "quantity": ""},
{"title": "Creator 3 in 1 Wild Animals Surprising Spider Toy - Building Toy with 3 Build Options, Spider, Scorpion, or Snake - Animal Figures for Kids, Boys & Girls, Ages 7+ - Gift Idea for Birthday - 31159", "asin": "B0DJ1BQHQX", "price": "$8.31", "quantity": ""},
{"title": "Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect", "asin": "B0DHWFWSVF", "price": "$34.94", "quantity": ""},
{"title": "Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344", "asin": "B0DJ18ZWYQ", "price": "$25.49", "quantity": ""},
{"title": "360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing", "asin": "B0DLT4GBST", "price": "$16.99", "quantity": ""},
{"title": "Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count", "asin": "B0DGHV148S", "price": "$19.61", "quantity": ""},
{"title": "2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""},
{"title": "URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)", "asin": "B0D5FZGY8W", "price": "$28.97", "quantity": ""},
{"title": "Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz", "asin": "B00TSTZQEY", "price": "$9.99", "quantity": ""},
{"title": "Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step", "asin": "B0BM63Y76W", "price": "$35.98", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "quantity": ""},
{"title": "24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)", "asin": "B074F145Y1", "price": "$28.47", "quantity": ""},
{"title": "Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free", "asin": "B0734849YK", "price": "$9.99", "quantity": ""},
{"title": "CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing", "asin": "B00KOSP454", "price": "$5.59", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)", "asin": "B017G1051Y", "price": "$9.99", "quantity": ""},
{"title": "Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)", "asin": "B08CMP263B", "price": "$20.99", "quantity": ""},
{"title": "SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce", "asin": "B001ANQVYU", "price": "$17.95", "quantity": ""},
{"title": "500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown", "asin": "B01MR4Y0CZ", "price": "$24.99", "quantity": ""},
{"title": "Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count", "asin": "B0B33LJX6N", "price": "$22.98", "quantity": ""},
{"title": "Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)", "asin": "B07FHM225F", "price": "$15.02", "quantity": ""},
{"title": "Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)", "asin": "B077G22ZKW", "price": "$16.98", "quantity": ""},
{"title": "K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)", "asin": "B009GDBNF8", "price": "$57.31", "quantity": ""},
{"title": "Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)", "asin": "B06X8Z2W7W", "price": "$10.02", "quantity": ""},
{"title": "Fun Times Mix Variety Pack, (Pack of 40)", "asin": "B076H6F974", "price": "$22.43", "quantity": ""},
{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
{"title": "Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)", "asin": "B00451SGZ6", "price": "$12.99", "quantity": ""},
{"title": "Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count", "asin": "B0015068PA", "price": "$17.18", "quantity": ""},
{"title": "Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.", "asin": "B0BZJVFFNM", "price": "$39.00", "quantity": ""},
{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
{"title": "Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz", "asin": "B08LGD7WRZ", "price": "$3.97", "quantity": ""},
{"title": "English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary", "asin": "B001GM60LE", "price": "$11.42", "quantity": ""},
{"title": "Shown on TV \u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\"x19\"", "asin": "B08N6VLJKV", "price": "$19.95", "quantity": ""},
{"title": "Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
{"title": "Original Dog Treats Biscuits for Medium Dogs, 10 Pound", "asin": "B000I82DTU", "price": "$14.98", "quantity": ""},
{"title": "Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!", "asin": "B09PF4KVHJ", "price": "$23.97", "quantity": ""},
{"title": "Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans", "asin": "B00JT3TP1O", "price": "$22.03", "quantity": ""},
{"title": "Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub", "asin": "B01LNB6SA0", "price": "$15.48", "quantity": ""},
{"title": "50 Count 30\u201d x 36\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads", "asin": "B0CPPLFQKB", "price": "$27.99", "quantity": ""},
{"title": "Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue", "asin": "B0CLLPVZRV", "price": "$14.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""},
{"title": "Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip", "asin": "B00NABTC8M", "price": "$8.19", "quantity": ""},
{"title": "Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count", "asin": "B07NHL31CC", "price": "$9.98", "quantity": ""},
{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
{"title": "Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \u2013 Citrus Cleaner with Natural Orange Oil \u2013 24 oz", "asin": "B07N316V8C", "price": "$17.96", "quantity": ""},
{"title": "ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs", "asin": "B0C5Y6MBCR", "price": "$35.23", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:16:16.063Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Blue Trash Bags, Blue, 13 Gallon, 60 Count\", \"asin\": \"B01MRI9H1G\", \"price\": \"$9.37\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"B09CBSBFQ2\", \"price\": \"$40.50\", \"quantity\": \"\"},\n{\"title\": \"Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)\", \"asin\": \"B084ZJ6541\", \"price\": \"$18.74\", \"quantity\": \"\"},\n{\"title\": \"UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)\", \"asin\": \"B082VMG9DT\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)\", \"asin\": \"B0126XBQK6\", \"price\": \"$7.17\", \"quantity\": \"\"},\n{\"title\": \"Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.\", \"asin\": \"B004L5NEWQ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \\u2013 11504560\", \"asin\": \"B0BRTCGTVJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6K\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.\", \"asin\": \"B0077UYTUS\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count\", \"asin\": \"B012CFJFOW\", \"price\": \"$18.87\", \"quantity\": \"\"},\n{\"title\": \"Series 7 70S Electric Shaver Head Replacement Cassette \\u2013 Silver\", \"asin\": \"B001VEK1HQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)\", \"asin\": \"B000VDX2UG\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"Twin Dos Care - 11171450\", \"asin\": \"B09NHWLWPN\", \"price\": \"$19.58\", \"quantity\": \"\"},\n{\"title\": \"Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)\", \"asin\": \"B07215381G\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Myth of Sisyphus (Vintage International)\", \"asin\": \"0525564454\", \"price\": \"$9.19\", \"quantity\": \"\"},\n{\"title\": \"Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra\", \"asin\": \"B0BQMGMXC9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)\", \"asin\": \"B095Z5PKDJ\", \"price\": \"$17.93\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6M\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"quantity\": \"\"},\n{\"title\": \"Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)\", \"asin\": \"B089WLQ3TP\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g\", \"asin\": \"B000GZJITI\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3\", \"asin\": \"B0BM4H31S1\", \"price\": \"$18.74\", \"quantity\": \"\"},\n{\"title\": \"Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6\", \"asin\": \"B09NWLVPC1\", \"price\": \"$41.91\", \"quantity\": \"\"},\n{\"title\": \"3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter\", \"asin\": \"B00GTSEG66\", \"price\": \"$16.33\", \"quantity\": \"\"},\n{\"title\": \"12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More\", \"asin\": \"B0D182G6HX\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)\", \"asin\": \"B095Z57SV9\", \"price\": \"$22.93\", \"quantity\": \"\"},\n{\"title\": \"The Oregon Trail Nintendo Switch\", \"asin\": \"B0D2PHP74H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls\", \"asin\": \"B0CV4GS3F2\", \"price\": \"$4.97\", \"quantity\": \"\"},\n{\"title\": \"Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\\\") & Kindle Colorsoft Signature Edition (7\\\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear\", \"asin\": \"B0DK6TYFL4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)\", \"asin\": \"B0DL7CCVFM\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals\", \"asin\": \"B0748J34WZ\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Anti-Glare Matte Screen Protector for 7\\\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film\", \"asin\": \"B0DL63XSHC\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle\", \"asin\": \"B0BQ695F21\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary\", \"asin\": \"B09M5XF6JV\", \"price\": \"$6.58\", \"quantity\": \"\"},\n{\"title\": \"Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.97\", \"quantity\": \"\"},\n{\"title\": \"Clear Case for 7\\\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - 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\"B01DDIRDZA\", \"price\": \"$46.10\", \"quantity\": \"\"},\n{\"title\": \"Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)\", \"asin\": \"B07ND51YPC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)\", \"asin\": \"B01E6WOVX4\", \"price\": \"$13.98\", \"quantity\": \"\"},\n{\"title\": \"Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)\", \"asin\": \"B00451SGZ6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count\", \"asin\": \"B0015068PA\", \"price\": \"$17.18\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 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video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection\", \"asin\": \"B00B8CG602\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"Original Dog Treats Biscuits for Medium Dogs, 10 Pound\", \"asin\": \"B000I82DTU\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!\", \"asin\": \"B09PF4KVHJ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n{\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n{\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n{\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n{\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:18.681Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96", "quantity": ""},
{"title": "Blue Trash Bags, Blue, 13 Gallon, 60 Count", "asin": "B01MRI9H1G", "price": "$9.37", "quantity": ""},
{"title": "Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.", "asin": "B09CBSBFQ2", "price": "$40.50", "quantity": ""},
{"title": "Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)", "asin": "B084ZJ6541", "price": "$18.74", "quantity": ""},
{"title": "UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)", "asin": "B082VMG9DT", "price": "$59.98", "quantity": ""},
{"title": "Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)", "asin": "B0126XBQK6", "price": "$7.17", "quantity": ""},
{"title": "Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.", "asin": "B004L5NEWQ", "price": "$32.99", "quantity": ""},
{"title": "Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \u2013 11504560", "asin": "B0BRTCGTVJ", "price": "$29.99", "quantity": ""},
{"title": "Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6K", "price": "$39.00", "quantity": ""},
{"title": "Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.", "asin": "B0077UYTUS", "price": "$31.99", "quantity": ""},
{"title": "Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count", "asin": "B012CFJFOW", "price": "$18.87", "quantity": ""},
{"title": "Series 7 70S Electric Shaver Head Replacement Cassette \u2013 Silver", "asin": "B001VEK1HQ", "price": "$34.99", "quantity": ""},
{"title": "ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)", "asin": "B000VDX2UG", "price": "$6.98", "quantity": ""},
{"title": "Twin Dos Care - 11171450", "asin": "B09NHWLWPN", "price": "$19.58", "quantity": ""},
{"title": "Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)", "asin": "B07215381G", "price": "$15.99", "quantity": ""},
{"title": "The Myth of Sisyphus (Vintage International)", "asin": "0525564454", "price": "$9.19", "quantity": ""},
{"title": "Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra", "asin": "B0BQMGMXC9", "price": "$39.99", "quantity": ""},
{"title": "Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)", "asin": "B095Z5PKDJ", "price": "$17.93", "quantity": ""},
{"title": "Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6M", "price": "$39.00", "quantity": ""},
{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "quantity": ""},
{"title": "Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)", "asin": "B089WLQ3TP", "price": "$16.99", "quantity": ""},
{"title": "Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g", "asin": "B000GZJITI", "price": "$22.99", "quantity": ""},
{"title": "Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3", "asin": "B0BM4H31S1", "price": "$18.74", "quantity": ""},
{"title": "Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6", "asin": "B09NWLVPC1", "price": "$41.91", "quantity": ""},
{"title": "3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter", "asin": "B00GTSEG66", "price": "$16.33", "quantity": ""},
{"title": "12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More", "asin": "B0D182G6HX", "price": "$5.98", "quantity": ""},
{"title": "Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)", "asin": "B095Z57SV9", "price": "$22.93", "quantity": ""},
{"title": "The Oregon Trail Nintendo Switch", "asin": "B0D2PHP74H", "price": "$39.99", "quantity": ""},
{"title": "Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\"\u00d78.3\"(Brown)", "asin": "B0B4DKQSDV", "price": "$9.99", "quantity": ""},
{"title": "Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls", "asin": "B0CV4GS3F2", "price": "$4.97", "quantity": ""},
{"title": "Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\") & Kindle Colorsoft Signature Edition (7\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear", "asin": "B0DK6TYFL4", "price": "$9.99", "quantity": ""},
{"title": "3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)", "asin": "B0DL7CCVFM", "price": "$8.99", "quantity": ""},
{"title": "Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals", "asin": "B0748J34WZ", "price": "$5.99", "quantity": ""},
{"title": "3 Pack Anti-Glare Matte Screen Protector for 7\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film", "asin": "B0DL63XSHC", "price": "$6.99", "quantity": ""},
{"title": "Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle", "asin": "B0BQ695F21", "price": "$9.98", "quantity": ""},
{"title": "Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary", "asin": "B09M5XF6JV", "price": "$6.58", "quantity": ""},
{"title": "Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.97", "quantity": ""},
{"title": "Clear Case for 7\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - Ultra Slim Soft TPU Transparent Cover & Lightweight, Clear", "asin": "B0DL93RX12", "price": "$5.95", "quantity": ""},
{"title": "Ultra Soft Facial Tissues, 3 Flat Boxes, 120 Tissues per Box, 3-Ply (360 Total Tissues), Packaging May Vary", "asin": "B09M6JWHV5", "price": "$5.97", "quantity": ""},
{"title": "Multi-Surface Cloth Paper Towels, 3 Double Rolls, 110 Sheets Per Roll", "asin": "B0CKWMSSC7", "price": "$7.49", "quantity": ""},
{"title": "Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Case for Kindle Paperwhite 12th Gen 2024 (7\") & Kindle Colorsoft Signature Edition - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Paperwhite Signature 2024 Released, Black", "asin": "B0DKF79X8L", "price": "$13.99", "quantity": ""},
{"title": "EZ-Squeeze Ultra Dish Soap, Dishwashing Liquid, Original, Dish Soap Refill, 22 fl oz", "asin": "B09NF7RLYH", "price": "$3.94", "quantity": ""},
{"title": "Multi Purpose Cleaner , Car Cleaner Spray for All Auto Surfaces, 16 Fl Oz", "asin": "B000CF6L0G", "price": "$6.59", "quantity": ""},
{"title": "Women's Postpartum Underwear, Disposable Boyshort Underwear, Seamless with Stretchy Support, Postpartum Essentials, Size Regular (Waist 28\"-42\" Stretched), 8 Count, Grey", "asin": "B07THFQS6Y", "price": "$12.71", "quantity": ""},
{"title": "Organic Nipple Butter\u2122 | Nipple Cream Safe for Breastfeeding | Postpartum Essentials for Nursing | Non Lanolin Nipple Cream, 2-Fluid Ounce", "asin": "B000JVCBBG", "price": "$13.97", "quantity": ""},
{"title": "2-in-1 Postpartum Pads, Absorbent Perineal Ice Maxi Pads, Instant Cold Therapy Packs and Maternity Pad in One", "asin": "B07THDP4KZ", "price": "$18.89", "quantity": ""},
{"title": "Capsules Vertuo, Half Caffeinato, Mild Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768QPPZC", "price": "$39.00", "quantity": ""},
{"title": "Medicated Cooling Pads, 100 Count \u2013 Pads with Witch Hazel, Cleanses Sensitive Areas, Protects from Irritation, Hemorrhoid Treatment, Medicated Pads Used By Hospitals", "asin": "B06ZYLFV8L", "price": "$7.68", "quantity": ""},
{"title": "Milkmakers Lactation Cookie Bites, Oatmeal Chocolate Chip, 10 Ct", "asin": "B0792MKS8F", "price": "$18.99", "quantity": ""},
{"title": "Nananubs Banana Massaging Toothbrush", "asin": "B01LYHTATF", "price": "$4.98", "quantity": ""},
{"title": "Saline Spray and Drops, Safe for Newborns, 0.5 fl oz", "asin": "B005P4J5I4", "price": "$3.27", "quantity": ""},
{"title": "Witch Hazel Perineal Cooling Pad Liners for Postpartum Care, Hospital Bag Essentials for Pain Relief After Birth, Full-Length Medicated Cooling Pad Liners (24ct)", "asin": "B07TYH9JYZ", "price": "$9.39", "quantity": ""},
{"title": "Capsules Vertuo, Stormio, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768QK616", "price": "$39.00", "quantity": ""},
{"title": "Sunflower Lecithin 1200mg, Lactation Support, Sunflower Lecithin Supplement for Clogged Milk Ducts, Made in USA, 200 Softgels", "asin": "B07BKR77N6", "price": "$23.99", "quantity": ""},
{"title": "Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count", "asin": "B00006ANDK", "price": "$21.99", "quantity": ""},
{"title": "Organic Baby Vitamin D Drops | Promotes Healthy Growth and Bone Development | Age Newborn+ | 0.11 Fl Oz (100 Servings)", "asin": "B01FSY52FK", "price": "$12.49", "quantity": ""},
{"title": "Series 9 Electric Shaver Replacement Head - 92S - Compatible with all Series 9 Electric Razors 9290cc, 9291cc, 9370cc, 9293s, 9385cc, 9390cc, 9330s, 9296cc", "asin": "B01M29018Y", "price": "$79.99", "quantity": ""},
{"title": "Permanent Markers Bulk Set, Fine Tip Markers Set, Markers For Plastic, Metal, Wood, And More, Black, 36 Count", "asin": "B00G4CJ8GK", "price": "$17.97", "quantity": ""},
{"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$69.99", "quantity": ""},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$12.99", "quantity": ""},
{"title": "QuickSnap Flash 400 One-Time-Use Camera - 2 Pack", "asin": "B00012YIA0", "price": "$23.53", "quantity": ""},
{"title": "Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Soundcore 2 Portable Bluetooth Speaker with IPX7 Waterproof, 24-Hour Playtime, Wireless Stereo Pairing, 12W Stereo Sound, Bluetooth 5, Bassup, Electronics for Home, Shower, Outdoors, Travel", "asin": "B01MTB55WH", "price": "$29.99", "quantity": ""},
{"title": "AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$199.00", "quantity": ""},
{"title": "Cable Zip Ties,400 Pack Black Assorted Sizes 12+8+6+4 Inch,Multi-Purpose Self-Locking Nylon Cable Cord Management ,Plastic Wire Ties for Home,Office,Garden,Workshop. By HAVE ME TD", "asin": "B08TVLYB3Q", "price": "$5.99", "quantity": ""},
{"title": "AirFly SE | Bluetooth Wireless Transmitter/Adapter for AirPods/Wireless or Noise-Cancelling Headphones; use on Airplanes and Gym Equipment, 20+ hr Battery Life", "asin": "B0BQZBMXD4", "price": "$28.99", "quantity": ""},
{"title": "Portable Monitor 15.6inch 1080P FHD USB-C, HDMI Computer Display HDR IPS Gaming Monitor w/Premium Smart Cover & Screen Protector, Speakers, for Laptop PC MAC Phone PS4 Xbox Switch", "asin": "B088D8JG3L", "price": "$69.99", "quantity": ""},
{"title": "(Pack of 2) Replacement-Remote-Control for Roku-TV,Compatible for TCL Roku/Hisense Roku/Onn Roku/Philips Roku Smart TVs(Not for Roku Stick and Box)", "asin": "B09Z6Q2MLC", "price": "$9.98", "quantity": ""},
{"title": "TV Wall Mount for 32-65 Inch TV, TV Mount with Swivel and Tilt, Full Motion TV Bracket with Articulating Dual Arms, Fits 16inch Studs, Max VESA 400X400 mm, 99lbs, MD2380", "asin": "B00SFSU53G", "price": "$39.99", "quantity": ""},
{"title": "Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)", "asin": "B08R6S1M1K", "price": "$9.98", "quantity": ""},
{"title": "Dash Cam Front Rear, 4K/2.5K Full HD Dash Camera for Cars, Included 32GB Card, Built-in Wi-Fi GPS, 3.16\u201d IPS Screen, Night Vision, 170\u00b0Wide Angle, WDR, 24H Parking Mode(F7NP)", "asin": "B098WVKF19", "price": "$119.99", "quantity": ""},
{"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.00", "quantity": ""},
{"title": "AirPods 4 Wireless Earbuds, Bluetooth Headphones, Personalized Spatial Audio, Sweat and Water Resistant, USB-C Charging Case, H2 Chip, Up to 30 Hours of Battery Life, Effortless Setup for iPhone", "asin": "B0DGHMNQ5Z", "price": "$117.00", "quantity": ""},
{"title": "Ice and Water Refrigerator Filter 1, EDR1RXD1, Single-Pack , Purple", "asin": "B00UXG4WR8", "price": "$49.98", "quantity": ""},
{"title": "Under Cabinet Lights,40 LED Rechargeable Battery Operated Motion Sensor Light Indoor, 2 Pack Magnetic Dimmable Closet Lights, Wireless Under Counter Lights for Kitchen, Stairs", "asin": "B0BDF8CVBN", "price": "$18.99", "quantity": ""},
{"title": "Carbon Monoxide Detector, Battery Powered CO Alarm with LEDs, Test-Reset Button, Low Battery Indicator, Portable", "asin": "B004Y6V6K4", "price": "$18.50", "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": "Floating Shelves for Wall, Wall Mounted Rustic Wood Shelves for Bathroom, Bedroom, Living Room, Kitchen, Hanging Shelf for Books/Storage/Room Decor with 22lbs Capacity (Black, Set of 3, 15.7in)", "asin": "B0BQHV84H6", "price": "$19.99", "quantity": ""},
{"title": "LED Outdoor String Lights 100FT Patio Lights with 52 Shatterproof ST38 Vintage Edison Bulbs, Outside Hanging Lights Waterproof for Porch, Deck, Garden, Backyard, Balcony, 2700K Dimmable", "asin": "B0B4NT4J28", "price": "$36.99", "quantity": ""},
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{"title": "Creator 3 in 1 Wild Animals Surprising Spider Toy - Building Toy with 3 Build Options, Spider, Scorpion, or Snake - Animal Figures for Kids, Boys & Girls, Ages 7+ - Gift Idea for Birthday - 31159", "asin": "B0DJ1BQHQX", "price": "$8.31", "quantity": ""},
{"title": "Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect", "asin": "B0DHWFWSVF", "price": "$34.94", "quantity": ""},
{"title": "Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344", "asin": "B0DJ18ZWYQ", "price": "$25.49", "quantity": ""},
{"title": "360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing", "asin": "B0DLT4GBST", "price": "$16.99", "quantity": ""},
{"title": "Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count", "asin": "B0DGHV148S", "price": "$19.61", "quantity": ""},
{"title": "2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""},
{"title": "URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)", "asin": "B0D5FZGY8W", "price": "$28.97", "quantity": ""},
{"title": "Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz", "asin": "B00TSTZQEY", "price": "$9.99", "quantity": ""},
{"title": "Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step", "asin": "B0BM63Y76W", "price": "$35.98", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "quantity": ""},
{"title": "24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)", "asin": "B074F145Y1", "price": "$28.47", "quantity": ""},
{"title": "Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free", "asin": "B0734849YK", "price": "$9.99", "quantity": ""},
{"title": "CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing", "asin": "B00KOSP454", "price": "$5.59", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)", "asin": "B017G1051Y", "price": "$9.99", "quantity": ""},
{"title": "Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)", "asin": "B08CMP263B", "price": "$20.99", "quantity": ""},
{"title": "SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce", "asin": "B001ANQVYU", "price": "$17.95", "quantity": ""},
{"title": "500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown", "asin": "B01MR4Y0CZ", "price": "$24.99", "quantity": ""},
{"title": "Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count", "asin": "B0B33LJX6N", "price": "$22.98", "quantity": ""},
{"title": "Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)", "asin": "B07FHM225F", "price": "$15.02", "quantity": ""},
{"title": "Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)", "asin": "B077G22ZKW", "price": "$16.98", "quantity": ""},
{"title": "K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)", "asin": "B009GDBNF8", "price": "$57.31", "quantity": ""},
{"title": "Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)", "asin": "B06X8Z2W7W", "price": "$10.02", "quantity": ""},
{"title": "Fun Times Mix Variety Pack, (Pack of 40)", "asin": "B076H6F974", "price": "$22.43", "quantity": ""},
{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
{"title": "Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)", "asin": "B00451SGZ6", "price": "$12.99", "quantity": ""},
{"title": "Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count", "asin": "B0015068PA", "price": "$17.18", "quantity": ""},
{"title": "Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.", "asin": "B0BZJVFFNM", "price": "$39.00", "quantity": ""},
{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
{"title": "Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz", "asin": "B08LGD7WRZ", "price": "$3.97", "quantity": ""},
{"title": "English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary", "asin": "B001GM60LE", "price": "$11.42", "quantity": ""},
{"title": "Shown on TV \u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\"x19\"", "asin": "B08N6VLJKV", "price": "$19.95", "quantity": ""},
{"title": "Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
{"title": "Original Dog Treats Biscuits for Medium Dogs, 10 Pound", "asin": "B000I82DTU", "price": "$14.98", "quantity": ""},
{"title": "Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!", "asin": "B09PF4KVHJ", "price": "$23.97", "quantity": ""},
{"title": "Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans", "asin": "B00JT3TP1O", "price": "$22.03", "quantity": ""},
{"title": "Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub", "asin": "B01LNB6SA0", "price": "$15.48", "quantity": ""},
{"title": "50 Count 30\u201d x 36\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads", "asin": "B0CPPLFQKB", "price": "$27.99", "quantity": ""},
{"title": "Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue", "asin": "B0CLLPVZRV", "price": "$14.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""},
{"title": "Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip", "asin": "B00NABTC8M", "price": "$8.19", "quantity": ""},
{"title": "Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count", "asin": "B07NHL31CC", "price": "$9.98", "quantity": ""},
{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
{"title": "Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \u2013 Citrus Cleaner with Natural Orange Oil \u2013 24 oz", "asin": "B07N316V8C", "price": "$17.96", "quantity": ""},
{"title": "ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs", "asin": "B0C5Y6MBCR", "price": "$35.23", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:16:18.681Z", // 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>
|
2025-04-01T23:16:18.681Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:16:18.681Z
|
click
|
nav_bar
|
train
| 529 |
2025-04-01T23:16:18.681Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96", "quantity": ""},
{"title": "Blue Trash Bags, Blue, 13 Gallon, 60 Count", "asin": "B01MRI9H1G", "price": "$9.37", "quantity": ""},
{"title": "Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.", "asin": "B09CBSBFQ2", "price": "$40.50", "quantity": ""},
{"title": "Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)", "asin": "B084ZJ6541", "price": "$18.74", "quantity": ""},
{"title": "UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)", "asin": "B082VMG9DT", "price": "$59.98", "quantity": ""},
{"title": "Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)", "asin": "B0126XBQK6", "price": "$7.17", "quantity": ""},
{"title": "Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.", "asin": "B004L5NEWQ", "price": "$32.99", "quantity": ""},
{"title": "Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \u2013 11504560", "asin": "B0BRTCGTVJ", "price": "$29.99", "quantity": ""},
{"title": "Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6K", "price": "$39.00", "quantity": ""},
{"title": "Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.", "asin": "B0077UYTUS", "price": "$31.99", "quantity": ""},
{"title": "Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count", "asin": "B012CFJFOW", "price": "$18.87", "quantity": ""},
{"title": "Series 7 70S Electric Shaver Head Replacement Cassette \u2013 Silver", "asin": "B001VEK1HQ", "price": "$34.99", "quantity": ""},
{"title": "ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)", "asin": "B000VDX2UG", "price": "$6.98", "quantity": ""},
{"title": "Twin Dos Care - 11171450", "asin": "B09NHWLWPN", "price": "$19.58", "quantity": ""},
{"title": "Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)", "asin": "B07215381G", "price": "$15.99", "quantity": ""},
{"title": "The Myth of Sisyphus (Vintage International)", "asin": "0525564454", "price": "$9.19", "quantity": ""},
{"title": "Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra", "asin": "B0BQMGMXC9", "price": "$39.99", "quantity": ""},
{"title": "Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)", "asin": "B095Z5PKDJ", "price": "$17.93", "quantity": ""},
{"title": "Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6M", "price": "$39.00", "quantity": ""},
{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "quantity": ""},
{"title": "Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)", "asin": "B089WLQ3TP", "price": "$16.99", "quantity": ""},
{"title": "Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g", "asin": "B000GZJITI", "price": "$22.99", "quantity": ""},
{"title": "Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3", "asin": "B0BM4H31S1", "price": "$18.74", "quantity": ""},
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{"title": "Under Eye Mask - Gifts for Women - Travel Essentials - Reduce Dark Circles, Puffy Eyes, Undereye Bags, Wrinkles - Gel Under Eye Patches for Bridesmaid - Vegan Self Care (24 Pairs, Gold)", "asin": "B014E2D6BY", "price": "$15.95", "quantity": ""},
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{"title": "67XL Black High-yield Ink Cartridge | Works with HP DeskJet 1255, 2700, 4100 Series, HP ENVY 6000, 6400 Series | Eligible for Instant Ink | One Size | 3YM57AN", "asin": "B08412PTS8", "price": "$29.89", "quantity": ""},
{"title": "Hydration Multiplier - Lemon Lime | Electrolyte Powder Drink Mix | 1 Pack (16 Servings)", "asin": "B01IT9NLHW", "price": "$23.46", "quantity": ""},
{"title": "Nipple Cover - Sticky Adhesive Silicone Nipple Pasties - Reusable Pasty Nipple Covers for Women with Travel Box", "asin": "B001PU9A9Q", "price": "$26.50", "quantity": ""},
{"title": "Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz", "asin": "B08KT2Z93D", "price": "$8.98", "quantity": ""},
{"title": "iPhone Charger Fast Charging 2 Pack Type C Wall Charger Block with 2 Pack [6FT&10FT] Long USB C to Lightning Cable for iPhone 14/13/12/12 Pro Max/11/Xs Max/XR/X,AirPods Pro", "asin": "B0B283QP2N", "price": "$9.99", "quantity": ""},
{"title": "Churu Cat Treats, Grain-Free, Lickable, Squeezable Creamy Pur\u00e9e Cat Treat/Topper with Vitamin E & Taurine, 0.5 Ounces Each Tube, 50 Tubes, Tuna & Chicken Variety", "asin": "B07D323MFZ", "price": "$23.98", "quantity": ""},
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{"title": "Clicks Retractable Tip Markers (10ct), Easter Basket Essentials, Cone Tip, Washable Art Marker Set for Kids, Long Lasting Coloring Supplies, 3+", "asin": "B08LQYT546", "price": "$9.99", "quantity": ""},
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{"title": "Ergonomic Mouse Pad with Gel Wrist Rest, Comfortable Mousepad with Smooth Wrist Support Surface and Non-Slip PU Base for Pain Relief, Computer, Laptop, Office & Home, 9.4 x 8.1 in, Black Color", "asin": "B07DVCGX7G", "price": "$9.99", "quantity": ""},
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{"title": "Super Glue with Brush & Nozzle Applicator, Clear Glue, 12 Gram (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs", "asin": "B01LYO4R4I", "price": "$9.89", "quantity": ""},
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{"title": "Clear Thermal Laminating Plastic Paper Laminator Sheets, 9 x 11.5-Inch, 200-Pack, 3mil", "asin": "B079KL4C91", "price": "$17.44", "quantity": ""},
{"title": "Low Odor Dry Erase Marker Set with White Board Eraser and Cleaner, Chisel Tip Dry Erase Markers, Assorted Colors, 6 Piece Set with Whiteboard Cleaner", "asin": "B000MK2PZ6", "price": "$6.99", "quantity": ""},
{"title": "G2 Premium Gel Roller Pens, Fine Point 0.7 mm, Black, Pack of 12 (Dozen Box)", "asin": "B001GAOTSW", "price": "$13.95", "quantity": ""},
{"title": "Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Laptop Desk Pad, Waterproof Desk Writing Pad for Office and Home (Black, 23.6\" x 13.8\")", "asin": "B0BMTPC44X", "price": "$9.99", "quantity": ""},
{"title": "10 Security Self Seal Envelopes \u2013 100 Qty |No Window, EnveGuard, 4\u215b x 9\u00bd\", White, 24 LB, 100 Count (34100)", "asin": "B01D0OANU4", "price": "$9.99", "quantity": ""},
{"title": "Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$3.19", "quantity": ""},
{"title": "Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Super Strong Nail Glue for Press On Nails, Nail Tips & Acrylic Nails (8ml) NYK1 NailBond Brush On Glue for Press Ons, Fake Nails Tips & Acrylics - Long Lasting, Maximum Strength, Mess-Free Application", "asin": "B01I70RA8E", "price": "$12.99", "quantity": ""},
{"title": "Dermaplaning Tool - Face Razors for Women and Men, Eyebrow Trimmer and Face Shaver, Facial Hair Removal, Facial Razors for Women and Men, Dermaplane Razor - 12pc, Terracotta", "asin": "B08V3JGB1F", "price": "$8.90", "quantity": ""},
{"title": "Women's Balance Hair Growth Supplements, Ages 45 and Up, Clinically Proven for Visibly Thicker Hair and Scalp Coverage, Dermatologist Recommended - 1 Month Supply", "asin": "B07QZ5CTTF", "price": "$88.00", "quantity": ""},
{"title": "Silk Bonnet for Sleeping Women Satin Bonnet Double Layer Satin Lined Hair Bonnet with Tie Band Curly Hair", "asin": "B0BLXZ4YBJ", "price": "$12.99", "quantity": ""},
{"title": "Glycolic Acid 7% Exfoliating Toner, Brightening and Smoothing Daily Toner for More Even-Looking Skin Tone", "asin": "B071914GGL", "price": "$13.00", "quantity": ""},
{"title": "Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter", "asin": "B07DY2YZW6", "price": "$19.00", "quantity": ""},
{"title": "Collagen Overnight Wrapping Peel Off Facial Mask Pack - Elasticity & Hydration Care, Reduces Sagging & Dullness - Hydrolyzed Collagen For Glowing Skin - Korean Skin Care, 2.53 fl.oz", "asin": "B0BRMYHMS5", "price": "$18.90", "quantity": ""},
{"title": "Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "B002MSN3QQ", "price": "$44.00", "quantity": ""},
{"title": "Kojic Acid Dark Spot Remover Soap Bars with Vitamin C, Retinol, Collagen, Turmeric - Original Japanese Complex Infused with Hyaluronic Acid, Vitamin E, Shea Butter, Castile Olive Oil (2 Pack)", "asin": "B09MFMCTRK", "price": "$14.99", "quantity": ""},
{"title": "Ear and Nose Hair Trimmer Clipper - 2025 Professional Painless Eyebrow & Facial Hair Trimmer for Men Women,Battery-Operated Trimmer with IPX7 Waterproof,Dual Edge Blades for Easy Cleansing Black", "asin": "B098NSHBQK", "price": "$12.99", "quantity": ""},
{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Hand Soap, Made with Essential Oils, Biodegradable Formula, Rain Water, 12.5 fl. oz - Pack of 3", "asin": "B07TJG79HP", "price": "$14.34", "quantity": ""},
{"title": "Super Serum Body Wash for Extra Dry Skin, 24hr Long Lasting Hydration, 5+ Ingredient Serum Complex for Bright Even Firm Luminous Skin, 18.5 fl oz", "asin": "B0DMQ7J3YQ", "price": "$12.97", "quantity": ""},
{"title": "Indulgence Protein Shake, 30g Protein, 3g Sugar, Chocolate Covered Strawberry, 11.5 fl oz, Pack of 12", "asin": "B0DLCNXJD1", "price": "$28.39", "quantity": ""},
{"title": "Creator 3 in 1 Cute Bunny Toy - Building Toy Set with 3 Build Options, Bunny, Seal, or Llama - Easter Basket Gift & Craft - Animal Figures for Kids, Girls and Boys, Ages 8+ - 31162", "asin": "B0DJ1B2RW6", "price": "$19.95", "quantity": ""},
{"title": "Electric NoseFrida Nasal Aspirator for Baby, Nose Sucker for Baby & Toddler, Upgraded Nasal Aspirator for Congestion Relief with 3 Suction Levels, 2 Silicone Tips, USB", "asin": "B0DSCJW89Z", "price": "$27.97", "quantity": ""},
{"title": "Label Maker Tape Refill Compatible with Brother P-Touch Label Tape TZ TZe Tape 12mm 0.47 Laminated White 1/2\" Black on White TZe-231 TZE231 for PT-D210 D220 H110 D410 P710BT H111 1070 1880, 6-Pack", "asin": "B0DK8D8RXW", "price": "$20.99", "quantity": ""},
{"title": "Handheld Vacuum Cordless Rechargeable, LED Light, 1.65 Pounds Car Vacuums Light Weight, Hand Vacuum Cordless Rechargeable with Washable Filter, USB Charge", "asin": "B0DWXGNFJD", "price": "$39.99", "quantity": ""},
{"title": "Hydrating Anti Dandruff Shampoo, 1% Pyrithione Zinc Dandruff Treatment With Ceramides, Niacinamide & Hyaluronic Acid, Helps Eliminate Flakes & Provides Itchy Scalp Relief, Sulfate Free, 12 Oz", "asin": "B0DV43L7J8", "price": "$9.97", "quantity": ""},
{"title": "Samsung Galaxy S25 Ultra Commuter Series Case - Black", "asin": "B0DP3G4DCN", "price": "$29.20", "quantity": ""},
{"title": "Ultra Blue Hawaiian, Sugar Free Energy Drink, 16 Ounce (Pack of 15)", "asin": "B0DSGRDCHY", "price": "$31.26", "quantity": ""},
{"title": "Creator 3 in 1 Wild Animals Surprising Spider Toy - Building Toy with 3 Build Options, Spider, Scorpion, or Snake - Animal Figures for Kids, Boys & Girls, Ages 7+ - Gift Idea for Birthday - 31159", "asin": "B0DJ1BQHQX", "price": "$8.31", "quantity": ""},
{"title": "Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect", "asin": "B0DHWFWSVF", "price": "$34.94", "quantity": ""},
{"title": "Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344", "asin": "B0DJ18ZWYQ", "price": "$25.49", "quantity": ""},
{"title": "360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing", "asin": "B0DLT4GBST", "price": "$16.99", "quantity": ""},
{"title": "Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count", "asin": "B0DGHV148S", "price": "$19.61", "quantity": ""},
{"title": "2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""},
{"title": "URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)", "asin": "B0D5FZGY8W", "price": "$28.97", "quantity": ""},
{"title": "Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz", "asin": "B00TSTZQEY", "price": "$9.99", "quantity": ""},
{"title": "Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step", "asin": "B0BM63Y76W", "price": "$35.98", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "quantity": ""},
{"title": "24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)", "asin": "B074F145Y1", "price": "$28.47", "quantity": ""},
{"title": "Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free", "asin": "B0734849YK", "price": "$9.99", "quantity": ""},
{"title": "CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing", "asin": "B00KOSP454", "price": "$5.59", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)", "asin": "B017G1051Y", "price": "$9.99", "quantity": ""},
{"title": "Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)", "asin": "B08CMP263B", "price": "$20.99", "quantity": ""},
{"title": "SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce", "asin": "B001ANQVYU", "price": "$17.95", "quantity": ""},
{"title": "500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown", "asin": "B01MR4Y0CZ", "price": "$24.99", "quantity": ""},
{"title": "Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count", "asin": "B0B33LJX6N", "price": "$22.98", "quantity": ""},
{"title": "Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)", "asin": "B07FHM225F", "price": "$15.02", "quantity": ""},
{"title": "Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)", "asin": "B077G22ZKW", "price": "$16.98", "quantity": ""},
{"title": "K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)", "asin": "B009GDBNF8", "price": "$57.31", "quantity": ""},
{"title": "Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)", "asin": "B06X8Z2W7W", "price": "$10.02", "quantity": ""},
{"title": "Fun Times Mix Variety Pack, (Pack of 40)", "asin": "B076H6F974", "price": "$22.43", "quantity": ""},
{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
{"title": "Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)", "asin": "B00451SGZ6", "price": "$12.99", "quantity": ""},
{"title": "Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count", "asin": "B0015068PA", "price": "$17.18", "quantity": ""},
{"title": "Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.", "asin": "B0BZJVFFNM", "price": "$39.00", "quantity": ""},
{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
{"title": "Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz", "asin": "B08LGD7WRZ", "price": "$3.97", "quantity": ""},
{"title": "English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary", "asin": "B001GM60LE", "price": "$11.42", "quantity": ""},
{"title": "Shown on TV \u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\"x19\"", "asin": "B08N6VLJKV", "price": "$19.95", "quantity": ""},
{"title": "Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
{"title": "Original Dog Treats Biscuits for Medium Dogs, 10 Pound", "asin": "B000I82DTU", "price": "$14.98", "quantity": ""},
{"title": "Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!", "asin": "B09PF4KVHJ", "price": "$23.97", "quantity": ""},
{"title": "Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans", "asin": "B00JT3TP1O", "price": "$22.03", "quantity": ""},
{"title": "Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub", "asin": "B01LNB6SA0", "price": "$15.48", "quantity": ""},
{"title": "50 Count 30\u201d x 36\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads", "asin": "B0CPPLFQKB", "price": "$27.99", "quantity": ""},
{"title": "Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue", "asin": "B0CLLPVZRV", "price": "$14.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""},
{"title": "Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip", "asin": "B00NABTC8M", "price": "$8.19", "quantity": ""},
{"title": "Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count", "asin": "B07NHL31CC", "price": "$9.98", "quantity": ""},
{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
{"title": "Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \u2013 Citrus Cleaner with Natural Orange Oil \u2013 24 oz", "asin": "B07N316V8C", "price": "$17.96", "quantity": ""},
{"title": "ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs", "asin": "B0C5Y6MBCR", "price": "$35.23", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:16:18.681Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Blue Trash Bags, Blue, 13 Gallon, 60 Count\", \"asin\": \"B01MRI9H1G\", \"price\": \"$9.37\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"B09CBSBFQ2\", \"price\": \"$40.50\", \"quantity\": \"\"},\n{\"title\": \"Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)\", \"asin\": \"B084ZJ6541\", \"price\": \"$18.74\", \"quantity\": \"\"},\n{\"title\": \"UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)\", \"asin\": \"B082VMG9DT\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)\", \"asin\": \"B0126XBQK6\", \"price\": \"$7.17\", \"quantity\": \"\"},\n{\"title\": \"Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.\", \"asin\": \"B004L5NEWQ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \\u2013 11504560\", \"asin\": \"B0BRTCGTVJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6K\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.\", \"asin\": \"B0077UYTUS\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count\", \"asin\": \"B012CFJFOW\", \"price\": \"$18.87\", \"quantity\": \"\"},\n{\"title\": \"Series 7 70S Electric Shaver Head Replacement Cassette \\u2013 Silver\", \"asin\": \"B001VEK1HQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)\", \"asin\": \"B000VDX2UG\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"Twin Dos Care - 11171450\", \"asin\": \"B09NHWLWPN\", \"price\": \"$19.58\", \"quantity\": \"\"},\n{\"title\": \"Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)\", \"asin\": \"B07215381G\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Myth of Sisyphus (Vintage International)\", \"asin\": \"0525564454\", \"price\": \"$9.19\", \"quantity\": \"\"},\n{\"title\": \"Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra\", \"asin\": \"B0BQMGMXC9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)\", \"asin\": \"B095Z5PKDJ\", \"price\": \"$17.93\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6M\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"quantity\": \"\"},\n{\"title\": \"Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)\", \"asin\": \"B089WLQ3TP\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g\", \"asin\": \"B000GZJITI\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3\", \"asin\": \"B0BM4H31S1\", \"price\": \"$18.74\", \"quantity\": \"\"},\n{\"title\": \"Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6\", \"asin\": \"B09NWLVPC1\", \"price\": \"$41.91\", \"quantity\": \"\"},\n{\"title\": \"3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter\", \"asin\": \"B00GTSEG66\", \"price\": \"$16.33\", \"quantity\": \"\"},\n{\"title\": \"12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More\", \"asin\": \"B0D182G6HX\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)\", \"asin\": \"B095Z57SV9\", \"price\": \"$22.93\", \"quantity\": \"\"},\n{\"title\": \"The Oregon Trail Nintendo Switch\", \"asin\": \"B0D2PHP74H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls\", \"asin\": \"B0CV4GS3F2\", \"price\": \"$4.97\", \"quantity\": \"\"},\n{\"title\": \"Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\\\") & Kindle Colorsoft Signature Edition (7\\\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear\", \"asin\": \"B0DK6TYFL4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)\", \"asin\": \"B0DL7CCVFM\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals\", \"asin\": \"B0748J34WZ\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Anti-Glare Matte Screen Protector for 7\\\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film\", \"asin\": \"B0DL63XSHC\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle\", \"asin\": \"B0BQ695F21\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary\", \"asin\": \"B09M5XF6JV\", \"price\": \"$6.58\", \"quantity\": \"\"},\n{\"title\": \"Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.97\", \"quantity\": \"\"},\n{\"title\": \"Clear Case for 7\\\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - 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\"B01DDIRDZA\", \"price\": \"$46.10\", \"quantity\": \"\"},\n{\"title\": \"Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)\", \"asin\": \"B07ND51YPC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)\", \"asin\": \"B01E6WOVX4\", \"price\": \"$13.98\", \"quantity\": \"\"},\n{\"title\": \"Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)\", \"asin\": \"B00451SGZ6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count\", \"asin\": \"B0015068PA\", \"price\": \"$17.18\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 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video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection\", \"asin\": \"B00B8CG602\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"Original Dog Treats Biscuits for Medium Dogs, 10 Pound\", \"asin\": \"B000I82DTU\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!\", \"asin\": \"B09PF4KVHJ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n{\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n{\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n{\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n{\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:20.149Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96", "quantity": ""},
{"title": "Blue Trash Bags, Blue, 13 Gallon, 60 Count", "asin": "B01MRI9H1G", "price": "$9.37", "quantity": ""},
{"title": "Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.", "asin": "B09CBSBFQ2", "price": "$40.50", "quantity": ""},
{"title": "Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)", "asin": "B084ZJ6541", "price": "$18.74", "quantity": ""},
{"title": "UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)", "asin": "B082VMG9DT", "price": "$59.98", "quantity": ""},
{"title": "Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)", "asin": "B0126XBQK6", "price": "$7.17", "quantity": ""},
{"title": "Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.", "asin": "B004L5NEWQ", "price": "$32.99", "quantity": ""},
{"title": "Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \u2013 11504560", "asin": "B0BRTCGTVJ", "price": "$29.99", "quantity": ""},
{"title": "Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6K", "price": "$39.00", "quantity": ""},
{"title": "Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.", "asin": "B0077UYTUS", "price": "$31.99", "quantity": ""},
{"title": "Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count", "asin": "B012CFJFOW", "price": "$18.87", "quantity": ""},
{"title": "Series 7 70S Electric Shaver Head Replacement Cassette \u2013 Silver", "asin": "B001VEK1HQ", "price": "$34.99", "quantity": ""},
{"title": "ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)", "asin": "B000VDX2UG", "price": "$6.98", "quantity": ""},
{"title": "Twin Dos Care - 11171450", "asin": "B09NHWLWPN", "price": "$19.58", "quantity": ""},
{"title": "Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)", "asin": "B07215381G", "price": "$15.99", "quantity": ""},
{"title": "The Myth of Sisyphus (Vintage International)", "asin": "0525564454", "price": "$9.19", "quantity": ""},
{"title": "Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra", "asin": "B0BQMGMXC9", "price": "$39.99", "quantity": ""},
{"title": "Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)", "asin": "B095Z5PKDJ", "price": "$17.93", "quantity": ""},
{"title": "Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6M", "price": "$39.00", "quantity": ""},
{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "quantity": ""},
{"title": "Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)", "asin": "B089WLQ3TP", "price": "$16.99", "quantity": ""},
{"title": "Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g", "asin": "B000GZJITI", "price": "$22.99", "quantity": ""},
{"title": "Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3", "asin": "B0BM4H31S1", "price": "$18.74", "quantity": ""},
{"title": "Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6", "asin": "B09NWLVPC1", "price": "$41.91", "quantity": ""},
{"title": "3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter", "asin": "B00GTSEG66", "price": "$16.33", "quantity": ""},
{"title": "12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More", "asin": "B0D182G6HX", "price": "$5.98", "quantity": ""},
{"title": "Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)", "asin": "B095Z57SV9", "price": "$22.93", "quantity": ""},
{"title": "The Oregon Trail Nintendo Switch", "asin": "B0D2PHP74H", "price": "$39.99", "quantity": ""},
{"title": "Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\"\u00d78.3\"(Brown)", "asin": "B0B4DKQSDV", "price": "$9.99", "quantity": ""},
{"title": "Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls", "asin": "B0CV4GS3F2", "price": "$4.97", "quantity": ""},
{"title": "Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\") & Kindle Colorsoft Signature Edition (7\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear", "asin": "B0DK6TYFL4", "price": "$9.99", "quantity": ""},
{"title": "3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)", "asin": "B0DL7CCVFM", "price": "$8.99", "quantity": ""},
{"title": "Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals", "asin": "B0748J34WZ", "price": "$5.99", "quantity": ""},
{"title": "3 Pack Anti-Glare Matte Screen Protector for 7\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film", "asin": "B0DL63XSHC", "price": "$6.99", "quantity": ""},
{"title": "Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle", "asin": "B0BQ695F21", "price": "$9.98", "quantity": ""},
{"title": "Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary", "asin": "B09M5XF6JV", "price": "$6.58", "quantity": ""},
{"title": "Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.97", "quantity": ""},
{"title": "Clear Case for 7\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - Ultra Slim Soft TPU Transparent Cover & Lightweight, Clear", "asin": "B0DL93RX12", "price": "$5.95", "quantity": ""},
{"title": "Ultra Soft Facial Tissues, 3 Flat Boxes, 120 Tissues per Box, 3-Ply (360 Total Tissues), Packaging May Vary", "asin": "B09M6JWHV5", "price": "$5.97", "quantity": ""},
{"title": "Multi-Surface Cloth Paper Towels, 3 Double Rolls, 110 Sheets Per Roll", "asin": "B0CKWMSSC7", "price": "$7.49", "quantity": ""},
{"title": "Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Case for Kindle Paperwhite 12th Gen 2024 (7\") & Kindle Colorsoft Signature Edition - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Paperwhite Signature 2024 Released, Black", "asin": "B0DKF79X8L", "price": "$13.99", "quantity": ""},
{"title": "EZ-Squeeze Ultra Dish Soap, Dishwashing Liquid, Original, Dish Soap Refill, 22 fl oz", "asin": "B09NF7RLYH", "price": "$3.94", "quantity": ""},
{"title": "Multi Purpose Cleaner , Car Cleaner Spray for All Auto Surfaces, 16 Fl Oz", "asin": "B000CF6L0G", "price": "$6.59", "quantity": ""},
{"title": "Women's Postpartum Underwear, Disposable Boyshort Underwear, Seamless with Stretchy Support, Postpartum Essentials, Size Regular (Waist 28\"-42\" Stretched), 8 Count, Grey", "asin": "B07THFQS6Y", "price": "$12.71", "quantity": ""},
{"title": "Organic Nipple Butter\u2122 | Nipple Cream Safe for Breastfeeding | Postpartum Essentials for Nursing | Non Lanolin Nipple Cream, 2-Fluid Ounce", "asin": "B000JVCBBG", "price": "$13.97", "quantity": ""},
{"title": "2-in-1 Postpartum Pads, Absorbent Perineal Ice Maxi Pads, Instant Cold Therapy Packs and Maternity Pad in One", "asin": "B07THDP4KZ", "price": "$18.89", "quantity": ""},
{"title": "Capsules Vertuo, Half Caffeinato, Mild Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768QPPZC", "price": "$39.00", "quantity": ""},
{"title": "Medicated Cooling Pads, 100 Count \u2013 Pads with Witch Hazel, Cleanses Sensitive Areas, Protects from Irritation, Hemorrhoid Treatment, Medicated Pads Used By Hospitals", "asin": "B06ZYLFV8L", "price": "$7.68", "quantity": ""},
{"title": "Milkmakers Lactation Cookie Bites, Oatmeal Chocolate Chip, 10 Ct", "asin": "B0792MKS8F", "price": "$18.99", "quantity": ""},
{"title": "Nananubs Banana Massaging Toothbrush", "asin": "B01LYHTATF", "price": "$4.98", "quantity": ""},
{"title": "Saline Spray and Drops, Safe for Newborns, 0.5 fl oz", "asin": "B005P4J5I4", "price": "$3.27", "quantity": ""},
{"title": "Witch Hazel Perineal Cooling Pad Liners for Postpartum Care, Hospital Bag Essentials for Pain Relief After Birth, Full-Length Medicated Cooling Pad Liners (24ct)", "asin": "B07TYH9JYZ", "price": "$9.39", "quantity": ""},
{"title": "Capsules Vertuo, Stormio, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768QK616", "price": "$39.00", "quantity": ""},
{"title": "Sunflower Lecithin 1200mg, Lactation Support, Sunflower Lecithin Supplement for Clogged Milk Ducts, Made in USA, 200 Softgels", "asin": "B07BKR77N6", "price": "$23.99", "quantity": ""},
{"title": "Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count", "asin": "B00006ANDK", "price": "$21.99", "quantity": ""},
{"title": "Organic Baby Vitamin D Drops | Promotes Healthy Growth and Bone Development | Age Newborn+ | 0.11 Fl Oz (100 Servings)", "asin": "B01FSY52FK", "price": "$12.49", "quantity": ""},
{"title": "Series 9 Electric Shaver Replacement Head - 92S - Compatible with all Series 9 Electric Razors 9290cc, 9291cc, 9370cc, 9293s, 9385cc, 9390cc, 9330s, 9296cc", "asin": "B01M29018Y", "price": "$79.99", "quantity": ""},
{"title": "Permanent Markers Bulk Set, Fine Tip Markers Set, Markers For Plastic, Metal, Wood, And More, Black, 36 Count", "asin": "B00G4CJ8GK", "price": "$17.97", "quantity": ""},
{"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$69.99", "quantity": ""},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$12.99", "quantity": ""},
{"title": "QuickSnap Flash 400 One-Time-Use Camera - 2 Pack", "asin": "B00012YIA0", "price": "$23.53", "quantity": ""},
{"title": "Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Soundcore 2 Portable Bluetooth Speaker with IPX7 Waterproof, 24-Hour Playtime, Wireless Stereo Pairing, 12W Stereo Sound, Bluetooth 5, Bassup, Electronics for Home, Shower, Outdoors, Travel", "asin": "B01MTB55WH", "price": "$29.99", "quantity": ""},
{"title": "AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$199.00", "quantity": ""},
{"title": "Cable Zip Ties,400 Pack Black Assorted Sizes 12+8+6+4 Inch,Multi-Purpose Self-Locking Nylon Cable Cord Management ,Plastic Wire Ties for Home,Office,Garden,Workshop. By HAVE ME TD", "asin": "B08TVLYB3Q", "price": "$5.99", "quantity": ""},
{"title": "AirFly SE | Bluetooth Wireless Transmitter/Adapter for AirPods/Wireless or Noise-Cancelling Headphones; use on Airplanes and Gym Equipment, 20+ hr Battery Life", "asin": "B0BQZBMXD4", "price": "$28.99", "quantity": ""},
{"title": "Portable Monitor 15.6inch 1080P FHD USB-C, HDMI Computer Display HDR IPS Gaming Monitor w/Premium Smart Cover & Screen Protector, Speakers, for Laptop PC MAC Phone PS4 Xbox Switch", "asin": "B088D8JG3L", "price": "$69.99", "quantity": ""},
{"title": "(Pack of 2) Replacement-Remote-Control for Roku-TV,Compatible for TCL Roku/Hisense Roku/Onn Roku/Philips Roku Smart TVs(Not for Roku Stick and Box)", "asin": "B09Z6Q2MLC", "price": "$9.98", "quantity": ""},
{"title": "TV Wall Mount for 32-65 Inch TV, TV Mount with Swivel and Tilt, Full Motion TV Bracket with Articulating Dual Arms, Fits 16inch Studs, Max VESA 400X400 mm, 99lbs, MD2380", "asin": "B00SFSU53G", "price": "$39.99", "quantity": ""},
{"title": "Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)", "asin": "B08R6S1M1K", "price": "$9.98", "quantity": ""},
{"title": "Dash Cam Front Rear, 4K/2.5K Full HD Dash Camera for Cars, Included 32GB Card, Built-in Wi-Fi GPS, 3.16\u201d IPS Screen, Night Vision, 170\u00b0Wide Angle, WDR, 24H Parking Mode(F7NP)", "asin": "B098WVKF19", "price": "$119.99", "quantity": ""},
{"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.00", "quantity": ""},
{"title": "AirPods 4 Wireless Earbuds, Bluetooth Headphones, Personalized Spatial Audio, Sweat and Water Resistant, USB-C Charging Case, H2 Chip, Up to 30 Hours of Battery Life, Effortless Setup for iPhone", "asin": "B0DGHMNQ5Z", "price": "$117.00", "quantity": ""},
{"title": "Ice and Water Refrigerator Filter 1, EDR1RXD1, Single-Pack , Purple", "asin": "B00UXG4WR8", "price": "$49.98", "quantity": ""},
{"title": "Under Cabinet Lights,40 LED Rechargeable Battery Operated Motion Sensor Light Indoor, 2 Pack Magnetic Dimmable Closet Lights, Wireless Under Counter Lights for Kitchen, Stairs", "asin": "B0BDF8CVBN", "price": "$18.99", "quantity": ""},
{"title": "Carbon Monoxide Detector, Battery Powered CO Alarm with LEDs, Test-Reset Button, Low Battery Indicator, Portable", "asin": "B004Y6V6K4", "price": "$18.50", "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": "Floating Shelves for Wall, Wall Mounted Rustic Wood Shelves for Bathroom, Bedroom, Living Room, Kitchen, Hanging Shelf for Books/Storage/Room Decor with 22lbs Capacity (Black, Set of 3, 15.7in)", "asin": "B0BQHV84H6", "price": "$19.99", "quantity": ""},
{"title": "LED Outdoor String Lights 100FT Patio Lights with 52 Shatterproof ST38 Vintage Edison Bulbs, Outside Hanging Lights Waterproof for Porch, Deck, Garden, Backyard, Balcony, 2700K Dimmable", "asin": "B0B4NT4J28", "price": "$36.99", "quantity": ""},
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{"title": "Creator 3 in 1 Wild Animals Surprising Spider Toy - Building Toy with 3 Build Options, Spider, Scorpion, or Snake - Animal Figures for Kids, Boys & Girls, Ages 7+ - Gift Idea for Birthday - 31159", "asin": "B0DJ1BQHQX", "price": "$8.31", "quantity": ""},
{"title": "Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect", "asin": "B0DHWFWSVF", "price": "$34.94", "quantity": ""},
{"title": "Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344", "asin": "B0DJ18ZWYQ", "price": "$25.49", "quantity": ""},
{"title": "360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing", "asin": "B0DLT4GBST", "price": "$16.99", "quantity": ""},
{"title": "Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count", "asin": "B0DGHV148S", "price": "$19.61", "quantity": ""},
{"title": "2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""},
{"title": "URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)", "asin": "B0D5FZGY8W", "price": "$28.97", "quantity": ""},
{"title": "Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz", "asin": "B00TSTZQEY", "price": "$9.99", "quantity": ""},
{"title": "Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step", "asin": "B0BM63Y76W", "price": "$35.98", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "quantity": ""},
{"title": "24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)", "asin": "B074F145Y1", "price": "$28.47", "quantity": ""},
{"title": "Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free", "asin": "B0734849YK", "price": "$9.99", "quantity": ""},
{"title": "CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing", "asin": "B00KOSP454", "price": "$5.59", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)", "asin": "B017G1051Y", "price": "$9.99", "quantity": ""},
{"title": "Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)", "asin": "B08CMP263B", "price": "$20.99", "quantity": ""},
{"title": "SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce", "asin": "B001ANQVYU", "price": "$17.95", "quantity": ""},
{"title": "500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown", "asin": "B01MR4Y0CZ", "price": "$24.99", "quantity": ""},
{"title": "Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count", "asin": "B0B33LJX6N", "price": "$22.98", "quantity": ""},
{"title": "Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)", "asin": "B07FHM225F", "price": "$15.02", "quantity": ""},
{"title": "Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)", "asin": "B077G22ZKW", "price": "$16.98", "quantity": ""},
{"title": "K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)", "asin": "B009GDBNF8", "price": "$57.31", "quantity": ""},
{"title": "Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)", "asin": "B06X8Z2W7W", "price": "$10.02", "quantity": ""},
{"title": "Fun Times Mix Variety Pack, (Pack of 40)", "asin": "B076H6F974", "price": "$22.43", "quantity": ""},
{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
{"title": "Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)", "asin": "B00451SGZ6", "price": "$12.99", "quantity": ""},
{"title": "Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count", "asin": "B0015068PA", "price": "$17.18", "quantity": ""},
{"title": "Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.", "asin": "B0BZJVFFNM", "price": "$39.00", "quantity": ""},
{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
{"title": "Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz", "asin": "B08LGD7WRZ", "price": "$3.97", "quantity": ""},
{"title": "English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary", "asin": "B001GM60LE", "price": "$11.42", "quantity": ""},
{"title": "Shown on TV \u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\"x19\"", "asin": "B08N6VLJKV", "price": "$19.95", "quantity": ""},
{"title": "Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
{"title": "Original Dog Treats Biscuits for Medium Dogs, 10 Pound", "asin": "B000I82DTU", "price": "$14.98", "quantity": ""},
{"title": "Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!", "asin": "B09PF4KVHJ", "price": "$23.97", "quantity": ""},
{"title": "Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans", "asin": "B00JT3TP1O", "price": "$22.03", "quantity": ""},
{"title": "Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub", "asin": "B01LNB6SA0", "price": "$15.48", "quantity": ""},
{"title": "50 Count 30\u201d x 36\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads", "asin": "B0CPPLFQKB", "price": "$27.99", "quantity": ""},
{"title": "Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue", "asin": "B0CLLPVZRV", "price": "$14.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""},
{"title": "Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip", "asin": "B00NABTC8M", "price": "$8.19", "quantity": ""},
{"title": "Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count", "asin": "B07NHL31CC", "price": "$9.98", "quantity": ""},
{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
{"title": "Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \u2013 Citrus Cleaner with Natural Orange Oil \u2013 24 oz", "asin": "B07N316V8C", "price": "$17.96", "quantity": ""},
{"title": "ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs", "asin": "B0C5Y6MBCR", "price": "$35.23", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:16:20.149Z", // 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>
|
2025-04-01T23:16:20.149Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:16:20.149Z
|
click
|
nav_bar
|
train
| 530 |
2025-04-01T23:16:20.149Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96", "quantity": ""},
{"title": "Blue Trash Bags, Blue, 13 Gallon, 60 Count", "asin": "B01MRI9H1G", "price": "$9.37", "quantity": ""},
{"title": "Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.", "asin": "B09CBSBFQ2", "price": "$40.50", "quantity": ""},
{"title": "Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)", "asin": "B084ZJ6541", "price": "$18.74", "quantity": ""},
{"title": "UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)", "asin": "B082VMG9DT", "price": "$59.98", "quantity": ""},
{"title": "Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)", "asin": "B0126XBQK6", "price": "$7.17", "quantity": ""},
{"title": "Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.", "asin": "B004L5NEWQ", "price": "$32.99", "quantity": ""},
{"title": "Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \u2013 11504560", "asin": "B0BRTCGTVJ", "price": "$29.99", "quantity": ""},
{"title": "Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6K", "price": "$39.00", "quantity": ""},
{"title": "Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.", "asin": "B0077UYTUS", "price": "$31.99", "quantity": ""},
{"title": "Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count", "asin": "B012CFJFOW", "price": "$18.87", "quantity": ""},
{"title": "Series 7 70S Electric Shaver Head Replacement Cassette \u2013 Silver", "asin": "B001VEK1HQ", "price": "$34.99", "quantity": ""},
{"title": "ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)", "asin": "B000VDX2UG", "price": "$6.98", "quantity": ""},
{"title": "Twin Dos Care - 11171450", "asin": "B09NHWLWPN", "price": "$19.58", "quantity": ""},
{"title": "Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)", "asin": "B07215381G", "price": "$15.99", "quantity": ""},
{"title": "The Myth of Sisyphus (Vintage International)", "asin": "0525564454", "price": "$9.19", "quantity": ""},
{"title": "Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra", "asin": "B0BQMGMXC9", "price": "$39.99", "quantity": ""},
{"title": "Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)", "asin": "B095Z5PKDJ", "price": "$17.93", "quantity": ""},
{"title": "Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6M", "price": "$39.00", "quantity": ""},
{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "quantity": ""},
{"title": "Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)", "asin": "B089WLQ3TP", "price": "$16.99", "quantity": ""},
{"title": "Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g", "asin": "B000GZJITI", "price": "$22.99", "quantity": ""},
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{"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B00D1ARZMC", "price": "$18.98", "quantity": ""},
{"title": "Under Eye Mask - Gifts for Women - Travel Essentials - Reduce Dark Circles, Puffy Eyes, Undereye Bags, Wrinkles - Gel Under Eye Patches for Bridesmaid - Vegan Self Care (24 Pairs, Gold)", "asin": "B014E2D6BY", "price": "$15.95", "quantity": ""},
{"title": "SKIN PERFECTING 2% BHA Liquid Salicylic Acid Exfoliant- Exfoliating Toner for Face, Blackheads, Enlarged Pores, Wrinkles & Fine Lines, Fragrance-Free", "asin": "B00949CTQQ", "price": "$35.00", "quantity": ""},
{"title": "3D Whitestrips Professional Effects, Whitestrip 3D White, Teeth Whitening Strip Kit, 44 Strips (22 Count Pack), Crest Teeth Whitening Strips, Teeth Whitening Kit", "asin": "B00AHAWWO0", "price": "$29.99", "quantity": ""},
{"title": "67XL Black High-yield Ink Cartridge | Works with HP DeskJet 1255, 2700, 4100 Series, HP ENVY 6000, 6400 Series | Eligible for Instant Ink | One Size | 3YM57AN", "asin": "B08412PTS8", "price": "$29.89", "quantity": ""},
{"title": "Hydration Multiplier - Lemon Lime | Electrolyte Powder Drink Mix | 1 Pack (16 Servings)", "asin": "B01IT9NLHW", "price": "$23.46", "quantity": ""},
{"title": "Nipple Cover - Sticky Adhesive Silicone Nipple Pasties - Reusable Pasty Nipple Covers for Women with Travel Box", "asin": "B001PU9A9Q", "price": "$26.50", "quantity": ""},
{"title": "Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz", "asin": "B08KT2Z93D", "price": "$8.98", "quantity": ""},
{"title": "iPhone Charger Fast Charging 2 Pack Type C Wall Charger Block with 2 Pack [6FT&10FT] Long USB C to Lightning Cable for iPhone 14/13/12/12 Pro Max/11/Xs Max/XR/X,AirPods Pro", "asin": "B0B283QP2N", "price": "$9.99", "quantity": ""},
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{"title": "Snail Mucin 96% Power Repairing Essence 3.38 fl.oz 100ml, Hydrating Serum for Face with Snail Secretion Filtrate for Dull Skin & Fine Lines, Korean Skin Care", "asin": "B00PBX3L7K", "price": "$18.50", "quantity": ""},
{"title": "Clicks Retractable Tip Markers (10ct), Easter Basket Essentials, Cone Tip, Washable Art Marker Set for Kids, Long Lasting Coloring Supplies, 3+", "asin": "B08LQYT546", "price": "$9.99", "quantity": ""},
{"title": "Travel Backpack for Women, Carry On Backpack with USB Charging Port & Shoe Pouch, TSA 15.6inch Laptop Mochila Flight Approved, Nurse Bag Casual Daypack for Weekender Business Hiking, Pink", "asin": "B09MQWWP87", "price": "$17.99", "quantity": ""},
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{"title": "Ergonomic Mouse Pad with Gel Wrist Rest, Comfortable Mousepad with Smooth Wrist Support Surface and Non-Slip PU Base for Pain Relief, Computer, Laptop, Office & Home, 9.4 x 8.1 in, Black Color", "asin": "B07DVCGX7G", "price": "$9.99", "quantity": ""},
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{"title": "Super Glue with Brush & Nozzle Applicator, Clear Glue, 12 Gram (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs", "asin": "B01LYO4R4I", "price": "$9.89", "quantity": ""},
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{"title": "Clear Thermal Laminating Plastic Paper Laminator Sheets, 9 x 11.5-Inch, 200-Pack, 3mil", "asin": "B079KL4C91", "price": "$17.44", "quantity": ""},
{"title": "Low Odor Dry Erase Marker Set with White Board Eraser and Cleaner, Chisel Tip Dry Erase Markers, Assorted Colors, 6 Piece Set with Whiteboard Cleaner", "asin": "B000MK2PZ6", "price": "$6.99", "quantity": ""},
{"title": "G2 Premium Gel Roller Pens, Fine Point 0.7 mm, Black, Pack of 12 (Dozen Box)", "asin": "B001GAOTSW", "price": "$13.95", "quantity": ""},
{"title": "Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Laptop Desk Pad, Waterproof Desk Writing Pad for Office and Home (Black, 23.6\" x 13.8\")", "asin": "B0BMTPC44X", "price": "$9.99", "quantity": ""},
{"title": "10 Security Self Seal Envelopes \u2013 100 Qty |No Window, EnveGuard, 4\u215b x 9\u00bd\", White, 24 LB, 100 Count (34100)", "asin": "B01D0OANU4", "price": "$9.99", "quantity": ""},
{"title": "Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$3.19", "quantity": ""},
{"title": "Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Super Strong Nail Glue for Press On Nails, Nail Tips & Acrylic Nails (8ml) NYK1 NailBond Brush On Glue for Press Ons, Fake Nails Tips & Acrylics - Long Lasting, Maximum Strength, Mess-Free Application", "asin": "B01I70RA8E", "price": "$12.99", "quantity": ""},
{"title": "Dermaplaning Tool - Face Razors for Women and Men, Eyebrow Trimmer and Face Shaver, Facial Hair Removal, Facial Razors for Women and Men, Dermaplane Razor - 12pc, Terracotta", "asin": "B08V3JGB1F", "price": "$8.90", "quantity": ""},
{"title": "Women's Balance Hair Growth Supplements, Ages 45 and Up, Clinically Proven for Visibly Thicker Hair and Scalp Coverage, Dermatologist Recommended - 1 Month Supply", "asin": "B07QZ5CTTF", "price": "$88.00", "quantity": ""},
{"title": "Silk Bonnet for Sleeping Women Satin Bonnet Double Layer Satin Lined Hair Bonnet with Tie Band Curly Hair", "asin": "B0BLXZ4YBJ", "price": "$12.99", "quantity": ""},
{"title": "Glycolic Acid 7% Exfoliating Toner, Brightening and Smoothing Daily Toner for More Even-Looking Skin Tone", "asin": "B071914GGL", "price": "$13.00", "quantity": ""},
{"title": "Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter", "asin": "B07DY2YZW6", "price": "$19.00", "quantity": ""},
{"title": "Collagen Overnight Wrapping Peel Off Facial Mask Pack - Elasticity & Hydration Care, Reduces Sagging & Dullness - Hydrolyzed Collagen For Glowing Skin - Korean Skin Care, 2.53 fl.oz", "asin": "B0BRMYHMS5", "price": "$18.90", "quantity": ""},
{"title": "Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "B002MSN3QQ", "price": "$44.00", "quantity": ""},
{"title": "Kojic Acid Dark Spot Remover Soap Bars with Vitamin C, Retinol, Collagen, Turmeric - Original Japanese Complex Infused with Hyaluronic Acid, Vitamin E, Shea Butter, Castile Olive Oil (2 Pack)", "asin": "B09MFMCTRK", "price": "$14.99", "quantity": ""},
{"title": "Ear and Nose Hair Trimmer Clipper - 2025 Professional Painless Eyebrow & Facial Hair Trimmer for Men Women,Battery-Operated Trimmer with IPX7 Waterproof,Dual Edge Blades for Easy Cleansing Black", "asin": "B098NSHBQK", "price": "$12.99", "quantity": ""},
{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Hand Soap, Made with Essential Oils, Biodegradable Formula, Rain Water, 12.5 fl. oz - Pack of 3", "asin": "B07TJG79HP", "price": "$14.34", "quantity": ""},
{"title": "Super Serum Body Wash for Extra Dry Skin, 24hr Long Lasting Hydration, 5+ Ingredient Serum Complex for Bright Even Firm Luminous Skin, 18.5 fl oz", "asin": "B0DMQ7J3YQ", "price": "$12.97", "quantity": ""},
{"title": "Indulgence Protein Shake, 30g Protein, 3g Sugar, Chocolate Covered Strawberry, 11.5 fl oz, Pack of 12", "asin": "B0DLCNXJD1", "price": "$28.39", "quantity": ""},
{"title": "Creator 3 in 1 Cute Bunny Toy - Building Toy Set with 3 Build Options, Bunny, Seal, or Llama - Easter Basket Gift & Craft - Animal Figures for Kids, Girls and Boys, Ages 8+ - 31162", "asin": "B0DJ1B2RW6", "price": "$19.95", "quantity": ""},
{"title": "Electric NoseFrida Nasal Aspirator for Baby, Nose Sucker for Baby & Toddler, Upgraded Nasal Aspirator for Congestion Relief with 3 Suction Levels, 2 Silicone Tips, USB", "asin": "B0DSCJW89Z", "price": "$27.97", "quantity": ""},
{"title": "Label Maker Tape Refill Compatible with Brother P-Touch Label Tape TZ TZe Tape 12mm 0.47 Laminated White 1/2\" Black on White TZe-231 TZE231 for PT-D210 D220 H110 D410 P710BT H111 1070 1880, 6-Pack", "asin": "B0DK8D8RXW", "price": "$20.99", "quantity": ""},
{"title": "Handheld Vacuum Cordless Rechargeable, LED Light, 1.65 Pounds Car Vacuums Light Weight, Hand Vacuum Cordless Rechargeable with Washable Filter, USB Charge", "asin": "B0DWXGNFJD", "price": "$39.99", "quantity": ""},
{"title": "Hydrating Anti Dandruff Shampoo, 1% Pyrithione Zinc Dandruff Treatment With Ceramides, Niacinamide & Hyaluronic Acid, Helps Eliminate Flakes & Provides Itchy Scalp Relief, Sulfate Free, 12 Oz", "asin": "B0DV43L7J8", "price": "$9.97", "quantity": ""},
{"title": "Samsung Galaxy S25 Ultra Commuter Series Case - Black", "asin": "B0DP3G4DCN", "price": "$29.20", "quantity": ""},
{"title": "Ultra Blue Hawaiian, Sugar Free Energy Drink, 16 Ounce (Pack of 15)", "asin": "B0DSGRDCHY", "price": "$31.26", "quantity": ""},
{"title": "Creator 3 in 1 Wild Animals Surprising Spider Toy - Building Toy with 3 Build Options, Spider, Scorpion, or Snake - Animal Figures for Kids, Boys & Girls, Ages 7+ - Gift Idea for Birthday - 31159", "asin": "B0DJ1BQHQX", "price": "$8.31", "quantity": ""},
{"title": "Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect", "asin": "B0DHWFWSVF", "price": "$34.94", "quantity": ""},
{"title": "Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344", "asin": "B0DJ18ZWYQ", "price": "$25.49", "quantity": ""},
{"title": "360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing", "asin": "B0DLT4GBST", "price": "$16.99", "quantity": ""},
{"title": "Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count", "asin": "B0DGHV148S", "price": "$19.61", "quantity": ""},
{"title": "2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""},
{"title": "URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)", "asin": "B0D5FZGY8W", "price": "$28.97", "quantity": ""},
{"title": "Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz", "asin": "B00TSTZQEY", "price": "$9.99", "quantity": ""},
{"title": "Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step", "asin": "B0BM63Y76W", "price": "$35.98", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "quantity": ""},
{"title": "24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)", "asin": "B074F145Y1", "price": "$28.47", "quantity": ""},
{"title": "Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free", "asin": "B0734849YK", "price": "$9.99", "quantity": ""},
{"title": "CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing", "asin": "B00KOSP454", "price": "$5.59", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)", "asin": "B017G1051Y", "price": "$9.99", "quantity": ""},
{"title": "Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)", "asin": "B08CMP263B", "price": "$20.99", "quantity": ""},
{"title": "SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce", "asin": "B001ANQVYU", "price": "$17.95", "quantity": ""},
{"title": "500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown", "asin": "B01MR4Y0CZ", "price": "$24.99", "quantity": ""},
{"title": "Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count", "asin": "B0B33LJX6N", "price": "$22.98", "quantity": ""},
{"title": "Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)", "asin": "B07FHM225F", "price": "$15.02", "quantity": ""},
{"title": "Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)", "asin": "B077G22ZKW", "price": "$16.98", "quantity": ""},
{"title": "K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)", "asin": "B009GDBNF8", "price": "$57.31", "quantity": ""},
{"title": "Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)", "asin": "B06X8Z2W7W", "price": "$10.02", "quantity": ""},
{"title": "Fun Times Mix Variety Pack, (Pack of 40)", "asin": "B076H6F974", "price": "$22.43", "quantity": ""},
{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
{"title": "Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)", "asin": "B00451SGZ6", "price": "$12.99", "quantity": ""},
{"title": "Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count", "asin": "B0015068PA", "price": "$17.18", "quantity": ""},
{"title": "Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.", "asin": "B0BZJVFFNM", "price": "$39.00", "quantity": ""},
{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
{"title": "Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz", "asin": "B08LGD7WRZ", "price": "$3.97", "quantity": ""},
{"title": "English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary", "asin": "B001GM60LE", "price": "$11.42", "quantity": ""},
{"title": "Shown on TV \u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\"x19\"", "asin": "B08N6VLJKV", "price": "$19.95", "quantity": ""},
{"title": "Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
{"title": "Original Dog Treats Biscuits for Medium Dogs, 10 Pound", "asin": "B000I82DTU", "price": "$14.98", "quantity": ""},
{"title": "Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!", "asin": "B09PF4KVHJ", "price": "$23.97", "quantity": ""},
{"title": "Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans", "asin": "B00JT3TP1O", "price": "$22.03", "quantity": ""},
{"title": "Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub", "asin": "B01LNB6SA0", "price": "$15.48", "quantity": ""},
{"title": "50 Count 30\u201d x 36\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads", "asin": "B0CPPLFQKB", "price": "$27.99", "quantity": ""},
{"title": "Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue", "asin": "B0CLLPVZRV", "price": "$14.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""},
{"title": "Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip", "asin": "B00NABTC8M", "price": "$8.19", "quantity": ""},
{"title": "Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count", "asin": "B07NHL31CC", "price": "$9.98", "quantity": ""},
{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
{"title": "Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \u2013 Citrus Cleaner with Natural Orange Oil \u2013 24 oz", "asin": "B07N316V8C", "price": "$17.96", "quantity": ""},
{"title": "ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs", "asin": "B0C5Y6MBCR", "price": "$35.23", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:16:20.149Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Blue Trash Bags, Blue, 13 Gallon, 60 Count\", \"asin\": \"B01MRI9H1G\", \"price\": \"$9.37\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"B09CBSBFQ2\", \"price\": \"$40.50\", \"quantity\": \"\"},\n{\"title\": \"Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)\", \"asin\": \"B084ZJ6541\", \"price\": \"$18.74\", \"quantity\": \"\"},\n{\"title\": \"UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)\", \"asin\": \"B082VMG9DT\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)\", \"asin\": \"B0126XBQK6\", \"price\": \"$7.17\", \"quantity\": \"\"},\n{\"title\": \"Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.\", \"asin\": \"B004L5NEWQ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \\u2013 11504560\", \"asin\": \"B0BRTCGTVJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6K\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.\", \"asin\": \"B0077UYTUS\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count\", \"asin\": \"B012CFJFOW\", \"price\": \"$18.87\", \"quantity\": \"\"},\n{\"title\": \"Series 7 70S Electric Shaver Head Replacement Cassette \\u2013 Silver\", \"asin\": \"B001VEK1HQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)\", \"asin\": \"B000VDX2UG\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"Twin Dos Care - 11171450\", \"asin\": \"B09NHWLWPN\", \"price\": \"$19.58\", \"quantity\": \"\"},\n{\"title\": \"Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)\", \"asin\": \"B07215381G\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Myth of Sisyphus (Vintage International)\", \"asin\": \"0525564454\", \"price\": \"$9.19\", \"quantity\": \"\"},\n{\"title\": \"Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra\", \"asin\": \"B0BQMGMXC9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)\", \"asin\": \"B095Z5PKDJ\", \"price\": \"$17.93\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6M\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"quantity\": \"\"},\n{\"title\": \"Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)\", \"asin\": \"B089WLQ3TP\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g\", \"asin\": \"B000GZJITI\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3\", \"asin\": \"B0BM4H31S1\", \"price\": \"$18.74\", \"quantity\": \"\"},\n{\"title\": \"Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6\", \"asin\": \"B09NWLVPC1\", \"price\": \"$41.91\", \"quantity\": \"\"},\n{\"title\": \"3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter\", \"asin\": \"B00GTSEG66\", \"price\": \"$16.33\", \"quantity\": \"\"},\n{\"title\": \"12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More\", \"asin\": \"B0D182G6HX\", \"price\": \"$5.98\", \"quantity\": \"\"},\n{\"title\": \"Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)\", \"asin\": \"B095Z57SV9\", \"price\": \"$22.93\", \"quantity\": \"\"},\n{\"title\": \"The Oregon Trail Nintendo Switch\", \"asin\": \"B0D2PHP74H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls\", \"asin\": \"B0CV4GS3F2\", \"price\": \"$4.97\", \"quantity\": \"\"},\n{\"title\": \"Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\\\") & Kindle Colorsoft Signature Edition (7\\\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear\", \"asin\": \"B0DK6TYFL4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)\", \"asin\": \"B0DL7CCVFM\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals\", \"asin\": \"B0748J34WZ\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pack Anti-Glare Matte Screen Protector for 7\\\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film\", \"asin\": \"B0DL63XSHC\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle\", \"asin\": \"B0BQ695F21\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary\", \"asin\": \"B09M5XF6JV\", \"price\": \"$6.58\", \"quantity\": \"\"},\n{\"title\": \"Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.97\", \"quantity\": \"\"},\n{\"title\": \"Clear Case for 7\\\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - 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\"B01DDIRDZA\", \"price\": \"$46.10\", \"quantity\": \"\"},\n{\"title\": \"Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)\", \"asin\": \"B07ND51YPC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)\", \"asin\": \"B01E6WOVX4\", \"price\": \"$13.98\", \"quantity\": \"\"},\n{\"title\": \"Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)\", \"asin\": \"B00451SGZ6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count\", \"asin\": \"B0015068PA\", \"price\": \"$17.18\", \"quantity\": \"\"},\n{\"title\": \"Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 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video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection\", \"asin\": \"B00B8CG602\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"Original Dog Treats Biscuits for Medium Dogs, 10 Pound\", \"asin\": \"B000I82DTU\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!\", \"asin\": \"B09PF4KVHJ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n{\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n{\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n{\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n{\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:21.524Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96", "quantity": ""},
{"title": "Blue Trash Bags, Blue, 13 Gallon, 60 Count", "asin": "B01MRI9H1G", "price": "$9.37", "quantity": ""},
{"title": "Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.", "asin": "B09CBSBFQ2", "price": "$40.50", "quantity": ""},
{"title": "Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)", "asin": "B084ZJ6541", "price": "$18.74", "quantity": ""},
{"title": "UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)", "asin": "B082VMG9DT", "price": "$59.98", "quantity": ""},
{"title": "Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)", "asin": "B0126XBQK6", "price": "$7.17", "quantity": ""},
{"title": "Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.", "asin": "B004L5NEWQ", "price": "$32.99", "quantity": ""},
{"title": "Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \u2013 11504560", "asin": "B0BRTCGTVJ", "price": "$29.99", "quantity": ""},
{"title": "Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6K", "price": "$39.00", "quantity": ""},
{"title": "Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.", "asin": "B0077UYTUS", "price": "$31.99", "quantity": ""},
{"title": "Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count", "asin": "B012CFJFOW", "price": "$18.87", "quantity": ""},
{"title": "Series 7 70S Electric Shaver Head Replacement Cassette \u2013 Silver", "asin": "B001VEK1HQ", "price": "$34.99", "quantity": ""},
{"title": "ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)", "asin": "B000VDX2UG", "price": "$6.98", "quantity": ""},
{"title": "Twin Dos Care - 11171450", "asin": "B09NHWLWPN", "price": "$19.58", "quantity": ""},
{"title": "Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)", "asin": "B07215381G", "price": "$15.99", "quantity": ""},
{"title": "The Myth of Sisyphus (Vintage International)", "asin": "0525564454", "price": "$9.19", "quantity": ""},
{"title": "Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra", "asin": "B0BQMGMXC9", "price": "$39.99", "quantity": ""},
{"title": "Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)", "asin": "B095Z5PKDJ", "price": "$17.93", "quantity": ""},
{"title": "Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6M", "price": "$39.00", "quantity": ""},
{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "quantity": ""},
{"title": "Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)", "asin": "B089WLQ3TP", "price": "$16.99", "quantity": ""},
{"title": "Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g", "asin": "B000GZJITI", "price": "$22.99", "quantity": ""},
{"title": "Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3", "asin": "B0BM4H31S1", "price": "$18.74", "quantity": ""},
{"title": "Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6", "asin": "B09NWLVPC1", "price": "$41.91", "quantity": ""},
{"title": "3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter", "asin": "B00GTSEG66", "price": "$16.33", "quantity": ""},
{"title": "12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More", "asin": "B0D182G6HX", "price": "$5.98", "quantity": ""},
{"title": "Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)", "asin": "B095Z57SV9", "price": "$22.93", "quantity": ""},
{"title": "The Oregon Trail Nintendo Switch", "asin": "B0D2PHP74H", "price": "$39.99", "quantity": ""},
{"title": "Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\"\u00d78.3\"(Brown)", "asin": "B0B4DKQSDV", "price": "$9.99", "quantity": ""},
{"title": "Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls", "asin": "B0CV4GS3F2", "price": "$4.97", "quantity": ""},
{"title": "Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\") & Kindle Colorsoft Signature Edition (7\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear", "asin": "B0DK6TYFL4", "price": "$9.99", "quantity": ""},
{"title": "3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)", "asin": "B0DL7CCVFM", "price": "$8.99", "quantity": ""},
{"title": "Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals", "asin": "B0748J34WZ", "price": "$5.99", "quantity": ""},
{"title": "3 Pack Anti-Glare Matte Screen Protector for 7\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film", "asin": "B0DL63XSHC", "price": "$6.99", "quantity": ""},
{"title": "Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle", "asin": "B0BQ695F21", "price": "$9.98", "quantity": ""},
{"title": "Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary", "asin": "B09M5XF6JV", "price": "$6.58", "quantity": ""},
{"title": "Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.97", "quantity": ""},
{"title": "Clear Case for 7\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - Ultra Slim Soft TPU Transparent Cover & Lightweight, Clear", "asin": "B0DL93RX12", "price": "$5.95", "quantity": ""},
{"title": "Ultra Soft Facial Tissues, 3 Flat Boxes, 120 Tissues per Box, 3-Ply (360 Total Tissues), Packaging May Vary", "asin": "B09M6JWHV5", "price": "$5.97", "quantity": ""},
{"title": "Multi-Surface Cloth Paper Towels, 3 Double Rolls, 110 Sheets Per Roll", "asin": "B0CKWMSSC7", "price": "$7.49", "quantity": ""},
{"title": "Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Case for Kindle Paperwhite 12th Gen 2024 (7\") & Kindle Colorsoft Signature Edition - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Paperwhite Signature 2024 Released, Black", "asin": "B0DKF79X8L", "price": "$13.99", "quantity": ""},
{"title": "EZ-Squeeze Ultra Dish Soap, Dishwashing Liquid, Original, Dish Soap Refill, 22 fl oz", "asin": "B09NF7RLYH", "price": "$3.94", "quantity": ""},
{"title": "Multi Purpose Cleaner , Car Cleaner Spray for All Auto Surfaces, 16 Fl Oz", "asin": "B000CF6L0G", "price": "$6.59", "quantity": ""},
{"title": "Women's Postpartum Underwear, Disposable Boyshort Underwear, Seamless with Stretchy Support, Postpartum Essentials, Size Regular (Waist 28\"-42\" Stretched), 8 Count, Grey", "asin": "B07THFQS6Y", "price": "$12.71", "quantity": ""},
{"title": "Organic Nipple Butter\u2122 | Nipple Cream Safe for Breastfeeding | Postpartum Essentials for Nursing | Non Lanolin Nipple Cream, 2-Fluid Ounce", "asin": "B000JVCBBG", "price": "$13.97", "quantity": ""},
{"title": "2-in-1 Postpartum Pads, Absorbent Perineal Ice Maxi Pads, Instant Cold Therapy Packs and Maternity Pad in One", "asin": "B07THDP4KZ", "price": "$18.89", "quantity": ""},
{"title": "Capsules Vertuo, Half Caffeinato, Mild Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768QPPZC", "price": "$39.00", "quantity": ""},
{"title": "Medicated Cooling Pads, 100 Count \u2013 Pads with Witch Hazel, Cleanses Sensitive Areas, Protects from Irritation, Hemorrhoid Treatment, Medicated Pads Used By Hospitals", "asin": "B06ZYLFV8L", "price": "$7.68", "quantity": ""},
{"title": "Milkmakers Lactation Cookie Bites, Oatmeal Chocolate Chip, 10 Ct", "asin": "B0792MKS8F", "price": "$18.99", "quantity": ""},
{"title": "Nananubs Banana Massaging Toothbrush", "asin": "B01LYHTATF", "price": "$4.98", "quantity": ""},
{"title": "Saline Spray and Drops, Safe for Newborns, 0.5 fl oz", "asin": "B005P4J5I4", "price": "$3.27", "quantity": ""},
{"title": "Witch Hazel Perineal Cooling Pad Liners for Postpartum Care, Hospital Bag Essentials for Pain Relief After Birth, Full-Length Medicated Cooling Pad Liners (24ct)", "asin": "B07TYH9JYZ", "price": "$9.39", "quantity": ""},
{"title": "Capsules Vertuo, Stormio, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768QK616", "price": "$39.00", "quantity": ""},
{"title": "Sunflower Lecithin 1200mg, Lactation Support, Sunflower Lecithin Supplement for Clogged Milk Ducts, Made in USA, 200 Softgels", "asin": "B07BKR77N6", "price": "$23.99", "quantity": ""},
{"title": "Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count", "asin": "B00006ANDK", "price": "$21.99", "quantity": ""},
{"title": "Organic Baby Vitamin D Drops | Promotes Healthy Growth and Bone Development | Age Newborn+ | 0.11 Fl Oz (100 Servings)", "asin": "B01FSY52FK", "price": "$12.49", "quantity": ""},
{"title": "Series 9 Electric Shaver Replacement Head - 92S - Compatible with all Series 9 Electric Razors 9290cc, 9291cc, 9370cc, 9293s, 9385cc, 9390cc, 9330s, 9296cc", "asin": "B01M29018Y", "price": "$79.99", "quantity": ""},
{"title": "Permanent Markers Bulk Set, Fine Tip Markers Set, Markers For Plastic, Metal, Wood, And More, Black, 36 Count", "asin": "B00G4CJ8GK", "price": "$17.97", "quantity": ""},
{"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$69.99", "quantity": ""},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$12.99", "quantity": ""},
{"title": "QuickSnap Flash 400 One-Time-Use Camera - 2 Pack", "asin": "B00012YIA0", "price": "$23.53", "quantity": ""},
{"title": "Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Soundcore 2 Portable Bluetooth Speaker with IPX7 Waterproof, 24-Hour Playtime, Wireless Stereo Pairing, 12W Stereo Sound, Bluetooth 5, Bassup, Electronics for Home, Shower, Outdoors, Travel", "asin": "B01MTB55WH", "price": "$29.99", "quantity": ""},
{"title": "AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$199.00", "quantity": ""},
{"title": "Cable Zip Ties,400 Pack Black Assorted Sizes 12+8+6+4 Inch,Multi-Purpose Self-Locking Nylon Cable Cord Management ,Plastic Wire Ties for Home,Office,Garden,Workshop. By HAVE ME TD", "asin": "B08TVLYB3Q", "price": "$5.99", "quantity": ""},
{"title": "AirFly SE | Bluetooth Wireless Transmitter/Adapter for AirPods/Wireless or Noise-Cancelling Headphones; use on Airplanes and Gym Equipment, 20+ hr Battery Life", "asin": "B0BQZBMXD4", "price": "$28.99", "quantity": ""},
{"title": "Portable Monitor 15.6inch 1080P FHD USB-C, HDMI Computer Display HDR IPS Gaming Monitor w/Premium Smart Cover & Screen Protector, Speakers, for Laptop PC MAC Phone PS4 Xbox Switch", "asin": "B088D8JG3L", "price": "$69.99", "quantity": ""},
{"title": "(Pack of 2) Replacement-Remote-Control for Roku-TV,Compatible for TCL Roku/Hisense Roku/Onn Roku/Philips Roku Smart TVs(Not for Roku Stick and Box)", "asin": "B09Z6Q2MLC", "price": "$9.98", "quantity": ""},
{"title": "TV Wall Mount for 32-65 Inch TV, TV Mount with Swivel and Tilt, Full Motion TV Bracket with Articulating Dual Arms, Fits 16inch Studs, Max VESA 400X400 mm, 99lbs, MD2380", "asin": "B00SFSU53G", "price": "$39.99", "quantity": ""},
{"title": "Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)", "asin": "B08R6S1M1K", "price": "$9.98", "quantity": ""},
{"title": "Dash Cam Front Rear, 4K/2.5K Full HD Dash Camera for Cars, Included 32GB Card, Built-in Wi-Fi GPS, 3.16\u201d IPS Screen, Night Vision, 170\u00b0Wide Angle, WDR, 24H Parking Mode(F7NP)", "asin": "B098WVKF19", "price": "$119.99", "quantity": ""},
{"title": "AirTag", "asin": "B0CWXNS552", "price": "$24.00", "quantity": ""},
{"title": "AirPods 4 Wireless Earbuds, Bluetooth Headphones, Personalized Spatial Audio, Sweat and Water Resistant, USB-C Charging Case, H2 Chip, Up to 30 Hours of Battery Life, Effortless Setup for iPhone", "asin": "B0DGHMNQ5Z", "price": "$117.00", "quantity": ""},
{"title": "Ice and Water Refrigerator Filter 1, EDR1RXD1, Single-Pack , Purple", "asin": "B00UXG4WR8", "price": "$49.98", "quantity": ""},
{"title": "Under Cabinet Lights,40 LED Rechargeable Battery Operated Motion Sensor Light Indoor, 2 Pack Magnetic Dimmable Closet Lights, Wireless Under Counter Lights for Kitchen, Stairs", "asin": "B0BDF8CVBN", "price": "$18.99", "quantity": ""},
{"title": "Carbon Monoxide Detector, Battery Powered CO Alarm with LEDs, Test-Reset Button, Low Battery Indicator, Portable", "asin": "B004Y6V6K4", "price": "$18.50", "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": "Floating Shelves for Wall, Wall Mounted Rustic Wood Shelves for Bathroom, Bedroom, Living Room, Kitchen, Hanging Shelf for Books/Storage/Room Decor with 22lbs Capacity (Black, Set of 3, 15.7in)", "asin": "B0BQHV84H6", "price": "$19.99", "quantity": ""},
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{"title": "Ultra Blue Hawaiian, Sugar Free Energy Drink, 16 Ounce (Pack of 15)", "asin": "B0DSGRDCHY", "price": "$31.26", "quantity": ""},
{"title": "Creator 3 in 1 Wild Animals Surprising Spider Toy - Building Toy with 3 Build Options, Spider, Scorpion, or Snake - Animal Figures for Kids, Boys & Girls, Ages 7+ - Gift Idea for Birthday - 31159", "asin": "B0DJ1BQHQX", "price": "$8.31", "quantity": ""},
{"title": "Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect", "asin": "B0DHWFWSVF", "price": "$34.94", "quantity": ""},
{"title": "Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344", "asin": "B0DJ18ZWYQ", "price": "$25.49", "quantity": ""},
{"title": "360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing", "asin": "B0DLT4GBST", "price": "$16.99", "quantity": ""},
{"title": "Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count", "asin": "B0DGHV148S", "price": "$19.61", "quantity": ""},
{"title": "2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""},
{"title": "URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)", "asin": "B0D5FZGY8W", "price": "$28.97", "quantity": ""},
{"title": "Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz", "asin": "B00TSTZQEY", "price": "$9.99", "quantity": ""},
{"title": "Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step", "asin": "B0BM63Y76W", "price": "$35.98", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "quantity": ""},
{"title": "24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)", "asin": "B074F145Y1", "price": "$28.47", "quantity": ""},
{"title": "Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free", "asin": "B0734849YK", "price": "$9.99", "quantity": ""},
{"title": "CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing", "asin": "B00KOSP454", "price": "$5.59", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)", "asin": "B017G1051Y", "price": "$9.99", "quantity": ""},
{"title": "Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)", "asin": "B08CMP263B", "price": "$20.99", "quantity": ""},
{"title": "SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce", "asin": "B001ANQVYU", "price": "$17.95", "quantity": ""},
{"title": "500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown", "asin": "B01MR4Y0CZ", "price": "$24.99", "quantity": ""},
{"title": "Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count", "asin": "B0B33LJX6N", "price": "$22.98", "quantity": ""},
{"title": "Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)", "asin": "B07FHM225F", "price": "$15.02", "quantity": ""},
{"title": "Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)", "asin": "B077G22ZKW", "price": "$16.98", "quantity": ""},
{"title": "K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)", "asin": "B009GDBNF8", "price": "$57.31", "quantity": ""},
{"title": "Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)", "asin": "B06X8Z2W7W", "price": "$10.02", "quantity": ""},
{"title": "Fun Times Mix Variety Pack, (Pack of 40)", "asin": "B076H6F974", "price": "$22.43", "quantity": ""},
{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
{"title": "Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)", "asin": "B00451SGZ6", "price": "$12.99", "quantity": ""},
{"title": "Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count", "asin": "B0015068PA", "price": "$17.18", "quantity": ""},
{"title": "Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.", "asin": "B0BZJVFFNM", "price": "$39.00", "quantity": ""},
{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
{"title": "Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz", "asin": "B08LGD7WRZ", "price": "$3.97", "quantity": ""},
{"title": "English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary", "asin": "B001GM60LE", "price": "$11.42", "quantity": ""},
{"title": "Shown on TV \u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\"x19\"", "asin": "B08N6VLJKV", "price": "$19.95", "quantity": ""},
{"title": "Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
{"title": "Original Dog Treats Biscuits for Medium Dogs, 10 Pound", "asin": "B000I82DTU", "price": "$14.98", "quantity": ""},
{"title": "Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!", "asin": "B09PF4KVHJ", "price": "$23.97", "quantity": ""},
{"title": "Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans", "asin": "B00JT3TP1O", "price": "$22.03", "quantity": ""},
{"title": "Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub", "asin": "B01LNB6SA0", "price": "$15.48", "quantity": ""},
{"title": "50 Count 30\u201d x 36\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads", "asin": "B0CPPLFQKB", "price": "$27.99", "quantity": ""},
{"title": "Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue", "asin": "B0CLLPVZRV", "price": "$14.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""},
{"title": "Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip", "asin": "B00NABTC8M", "price": "$8.19", "quantity": ""},
{"title": "Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count", "asin": "B07NHL31CC", "price": "$9.98", "quantity": ""},
{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
{"title": "Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \u2013 Citrus Cleaner with Natural Orange Oil \u2013 24 oz", "asin": "B07N316V8C", "price": "$17.96", "quantity": ""},
{"title": "ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs", "asin": "B0C5Y6MBCR", "price": "$35.23", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:16:21.524Z", // 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>
|
2025-04-01T23:16:21.524Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:16:21.524Z
|
click
|
nav_bar
|
train
| 531 |
2025-04-01T23:16:21.524Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96", "quantity": ""},
{"title": "Blue Trash Bags, Blue, 13 Gallon, 60 Count", "asin": "B01MRI9H1G", "price": "$9.37", "quantity": ""},
{"title": "Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.", "asin": "B09CBSBFQ2", "price": "$40.50", "quantity": ""},
{"title": "Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)", "asin": "B084ZJ6541", "price": "$18.74", "quantity": ""},
{"title": "UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)", "asin": "B082VMG9DT", "price": "$59.98", "quantity": ""},
{"title": "Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)", "asin": "B0126XBQK6", "price": "$7.17", "quantity": ""},
{"title": "Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.", "asin": "B004L5NEWQ", "price": "$32.99", "quantity": ""},
{"title": "Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \u2013 11504560", "asin": "B0BRTCGTVJ", "price": "$29.99", "quantity": ""},
{"title": "Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6K", "price": "$39.00", "quantity": ""},
{"title": "Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.", "asin": "B0077UYTUS", "price": "$31.99", "quantity": ""},
{"title": "Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count", "asin": "B012CFJFOW", "price": "$18.87", "quantity": ""},
{"title": "Series 7 70S Electric Shaver Head Replacement Cassette \u2013 Silver", "asin": "B001VEK1HQ", "price": "$34.99", "quantity": ""},
{"title": "ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)", "asin": "B000VDX2UG", "price": "$6.98", "quantity": ""},
{"title": "Twin Dos Care - 11171450", "asin": "B09NHWLWPN", "price": "$19.58", "quantity": ""},
{"title": "Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)", "asin": "B07215381G", "price": "$15.99", "quantity": ""},
{"title": "The Myth of Sisyphus (Vintage International)", "asin": "0525564454", "price": "$9.19", "quantity": ""},
{"title": "Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra", "asin": "B0BQMGMXC9", "price": "$39.99", "quantity": ""},
{"title": "Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)", "asin": "B095Z5PKDJ", "price": "$17.93", "quantity": ""},
{"title": "Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6M", "price": "$39.00", "quantity": ""},
{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "quantity": ""},
{"title": "Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)", "asin": "B089WLQ3TP", "price": "$16.99", "quantity": ""},
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{"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B00D1ARZMC", "price": "$18.98", "quantity": ""},
{"title": "Under Eye Mask - Gifts for Women - Travel Essentials - Reduce Dark Circles, Puffy Eyes, Undereye Bags, Wrinkles - Gel Under Eye Patches for Bridesmaid - Vegan Self Care (24 Pairs, Gold)", "asin": "B014E2D6BY", "price": "$15.95", "quantity": ""},
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{"title": "67XL Black High-yield Ink Cartridge | Works with HP DeskJet 1255, 2700, 4100 Series, HP ENVY 6000, 6400 Series | Eligible for Instant Ink | One Size | 3YM57AN", "asin": "B08412PTS8", "price": "$29.89", "quantity": ""},
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{"title": "Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz", "asin": "B08KT2Z93D", "price": "$8.98", "quantity": ""},
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{"title": "Ergonomic Mouse Pad with Gel Wrist Rest, Comfortable Mousepad with Smooth Wrist Support Surface and Non-Slip PU Base for Pain Relief, Computer, Laptop, Office & Home, 9.4 x 8.1 in, Black Color", "asin": "B07DVCGX7G", "price": "$9.99", "quantity": ""},
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{"title": "Clear Thermal Laminating Plastic Paper Laminator Sheets, 9 x 11.5-Inch, 200-Pack, 3mil", "asin": "B079KL4C91", "price": "$17.44", "quantity": ""},
{"title": "Low Odor Dry Erase Marker Set with White Board Eraser and Cleaner, Chisel Tip Dry Erase Markers, Assorted Colors, 6 Piece Set with Whiteboard Cleaner", "asin": "B000MK2PZ6", "price": "$6.99", "quantity": ""},
{"title": "G2 Premium Gel Roller Pens, Fine Point 0.7 mm, Black, Pack of 12 (Dozen Box)", "asin": "B001GAOTSW", "price": "$13.95", "quantity": ""},
{"title": "Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Laptop Desk Pad, Waterproof Desk Writing Pad for Office and Home (Black, 23.6\" x 13.8\")", "asin": "B0BMTPC44X", "price": "$9.99", "quantity": ""},
{"title": "10 Security Self Seal Envelopes \u2013 100 Qty |No Window, EnveGuard, 4\u215b x 9\u00bd\", White, 24 LB, 100 Count (34100)", "asin": "B01D0OANU4", "price": "$9.99", "quantity": ""},
{"title": "Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$3.19", "quantity": ""},
{"title": "Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Super Strong Nail Glue for Press On Nails, Nail Tips & Acrylic Nails (8ml) NYK1 NailBond Brush On Glue for Press Ons, Fake Nails Tips & Acrylics - Long Lasting, Maximum Strength, Mess-Free Application", "asin": "B01I70RA8E", "price": "$12.99", "quantity": ""},
{"title": "Dermaplaning Tool - Face Razors for Women and Men, Eyebrow Trimmer and Face Shaver, Facial Hair Removal, Facial Razors for Women and Men, Dermaplane Razor - 12pc, Terracotta", "asin": "B08V3JGB1F", "price": "$8.90", "quantity": ""},
{"title": "Women's Balance Hair Growth Supplements, Ages 45 and Up, Clinically Proven for Visibly Thicker Hair and Scalp Coverage, Dermatologist Recommended - 1 Month Supply", "asin": "B07QZ5CTTF", "price": "$88.00", "quantity": ""},
{"title": "Silk Bonnet for Sleeping Women Satin Bonnet Double Layer Satin Lined Hair Bonnet with Tie Band Curly Hair", "asin": "B0BLXZ4YBJ", "price": "$12.99", "quantity": ""},
{"title": "Glycolic Acid 7% Exfoliating Toner, Brightening and Smoothing Daily Toner for More Even-Looking Skin Tone", "asin": "B071914GGL", "price": "$13.00", "quantity": ""},
{"title": "Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter", "asin": "B07DY2YZW6", "price": "$19.00", "quantity": ""},
{"title": "Collagen Overnight Wrapping Peel Off Facial Mask Pack - Elasticity & Hydration Care, Reduces Sagging & Dullness - Hydrolyzed Collagen For Glowing Skin - Korean Skin Care, 2.53 fl.oz", "asin": "B0BRMYHMS5", "price": "$18.90", "quantity": ""},
{"title": "Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "B002MSN3QQ", "price": "$44.00", "quantity": ""},
{"title": "Kojic Acid Dark Spot Remover Soap Bars with Vitamin C, Retinol, Collagen, Turmeric - Original Japanese Complex Infused with Hyaluronic Acid, Vitamin E, Shea Butter, Castile Olive Oil (2 Pack)", "asin": "B09MFMCTRK", "price": "$14.99", "quantity": ""},
{"title": "Ear and Nose Hair Trimmer Clipper - 2025 Professional Painless Eyebrow & Facial Hair Trimmer for Men Women,Battery-Operated Trimmer with IPX7 Waterproof,Dual Edge Blades for Easy Cleansing Black", "asin": "B098NSHBQK", "price": "$12.99", "quantity": ""},
{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Hand Soap, Made with Essential Oils, Biodegradable Formula, Rain Water, 12.5 fl. oz - Pack of 3", "asin": "B07TJG79HP", "price": "$14.34", "quantity": ""},
{"title": "Super Serum Body Wash for Extra Dry Skin, 24hr Long Lasting Hydration, 5+ Ingredient Serum Complex for Bright Even Firm Luminous Skin, 18.5 fl oz", "asin": "B0DMQ7J3YQ", "price": "$12.97", "quantity": ""},
{"title": "Indulgence Protein Shake, 30g Protein, 3g Sugar, Chocolate Covered Strawberry, 11.5 fl oz, Pack of 12", "asin": "B0DLCNXJD1", "price": "$28.39", "quantity": ""},
{"title": "Creator 3 in 1 Cute Bunny Toy - Building Toy Set with 3 Build Options, Bunny, Seal, or Llama - Easter Basket Gift & Craft - Animal Figures for Kids, Girls and Boys, Ages 8+ - 31162", "asin": "B0DJ1B2RW6", "price": "$19.95", "quantity": ""},
{"title": "Electric NoseFrida Nasal Aspirator for Baby, Nose Sucker for Baby & Toddler, Upgraded Nasal Aspirator for Congestion Relief with 3 Suction Levels, 2 Silicone Tips, USB", "asin": "B0DSCJW89Z", "price": "$27.97", "quantity": ""},
{"title": "Label Maker Tape Refill Compatible with Brother P-Touch Label Tape TZ TZe Tape 12mm 0.47 Laminated White 1/2\" Black on White TZe-231 TZE231 for PT-D210 D220 H110 D410 P710BT H111 1070 1880, 6-Pack", "asin": "B0DK8D8RXW", "price": "$20.99", "quantity": ""},
{"title": "Handheld Vacuum Cordless Rechargeable, LED Light, 1.65 Pounds Car Vacuums Light Weight, Hand Vacuum Cordless Rechargeable with Washable Filter, USB Charge", "asin": "B0DWXGNFJD", "price": "$39.99", "quantity": ""},
{"title": "Hydrating Anti Dandruff Shampoo, 1% Pyrithione Zinc Dandruff Treatment With Ceramides, Niacinamide & Hyaluronic Acid, Helps Eliminate Flakes & Provides Itchy Scalp Relief, Sulfate Free, 12 Oz", "asin": "B0DV43L7J8", "price": "$9.97", "quantity": ""},
{"title": "Samsung Galaxy S25 Ultra Commuter Series Case - Black", "asin": "B0DP3G4DCN", "price": "$29.20", "quantity": ""},
{"title": "Ultra Blue Hawaiian, Sugar Free Energy Drink, 16 Ounce (Pack of 15)", "asin": "B0DSGRDCHY", "price": "$31.26", "quantity": ""},
{"title": "Creator 3 in 1 Wild Animals Surprising Spider Toy - Building Toy with 3 Build Options, Spider, Scorpion, or Snake - Animal Figures for Kids, Boys & Girls, Ages 7+ - Gift Idea for Birthday - 31159", "asin": "B0DJ1BQHQX", "price": "$8.31", "quantity": ""},
{"title": "Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect", "asin": "B0DHWFWSVF", "price": "$34.94", "quantity": ""},
{"title": "Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344", "asin": "B0DJ18ZWYQ", "price": "$25.49", "quantity": ""},
{"title": "360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing", "asin": "B0DLT4GBST", "price": "$16.99", "quantity": ""},
{"title": "Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count", "asin": "B0DGHV148S", "price": "$19.61", "quantity": ""},
{"title": "2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""},
{"title": "URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)", "asin": "B0D5FZGY8W", "price": "$28.97", "quantity": ""},
{"title": "Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz", "asin": "B00TSTZQEY", "price": "$9.99", "quantity": ""},
{"title": "Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step", "asin": "B0BM63Y76W", "price": "$35.98", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "quantity": ""},
{"title": "24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)", "asin": "B074F145Y1", "price": "$28.47", "quantity": ""},
{"title": "Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free", "asin": "B0734849YK", "price": "$9.99", "quantity": ""},
{"title": "CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing", "asin": "B00KOSP454", "price": "$5.59", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)", "asin": "B017G1051Y", "price": "$9.99", "quantity": ""},
{"title": "Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)", "asin": "B08CMP263B", "price": "$20.99", "quantity": ""},
{"title": "SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce", "asin": "B001ANQVYU", "price": "$17.95", "quantity": ""},
{"title": "500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown", "asin": "B01MR4Y0CZ", "price": "$24.99", "quantity": ""},
{"title": "Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count", "asin": "B0B33LJX6N", "price": "$22.98", "quantity": ""},
{"title": "Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)", "asin": "B07FHM225F", "price": "$15.02", "quantity": ""},
{"title": "Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)", "asin": "B077G22ZKW", "price": "$16.98", "quantity": ""},
{"title": "K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)", "asin": "B009GDBNF8", "price": "$57.31", "quantity": ""},
{"title": "Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)", "asin": "B06X8Z2W7W", "price": "$10.02", "quantity": ""},
{"title": "Fun Times Mix Variety Pack, (Pack of 40)", "asin": "B076H6F974", "price": "$22.43", "quantity": ""},
{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
{"title": "Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)", "asin": "B00451SGZ6", "price": "$12.99", "quantity": ""},
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{"title": "Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.", "asin": "B0BZJVFFNM", "price": "$39.00", "quantity": ""},
{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
{"title": "Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz", "asin": "B08LGD7WRZ", "price": "$3.97", "quantity": ""},
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{"title": "Shown on TV \u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\"x19\"", "asin": "B08N6VLJKV", "price": "$19.95", "quantity": ""},
{"title": "Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
{"title": "Original Dog Treats Biscuits for Medium Dogs, 10 Pound", "asin": "B000I82DTU", "price": "$14.98", "quantity": ""},
{"title": "Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!", "asin": "B09PF4KVHJ", "price": "$23.97", "quantity": ""},
{"title": "Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans", "asin": "B00JT3TP1O", "price": "$22.03", "quantity": ""},
{"title": "Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub", "asin": "B01LNB6SA0", "price": "$15.48", "quantity": ""},
{"title": "50 Count 30\u201d x 36\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads", "asin": "B0CPPLFQKB", "price": "$27.99", "quantity": ""},
{"title": "Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue", "asin": "B0CLLPVZRV", "price": "$14.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""},
{"title": "Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip", "asin": "B00NABTC8M", "price": "$8.19", "quantity": ""},
{"title": "Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count", "asin": "B07NHL31CC", "price": "$9.98", "quantity": ""},
{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
{"title": "Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \u2013 Citrus Cleaner with Natural Orange Oil \u2013 24 oz", "asin": "B07N316V8C", "price": "$17.96", "quantity": ""},
{"title": "ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs", "asin": "B0C5Y6MBCR", "price": "$35.23", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:16:21.524Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:17:41.227Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:14.586Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:17.633Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:24.977Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:18:26.723Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:32.890Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:41.814Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0CP9YB3Q4\"},\n{\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0\"},\n{\"price\": \"$35.00\"},\n{\"bullet_list\": \"YOUR DREAM TUMBLER: Whichever way your day flows, the H2.0 FlowState tumbler keeps you refreshed with fewer refills. Double wall vacuum insulation means drinks stay cold, iced or hot for hours. Choose between our 14oz, 20oz, 30oz,40oz and 64oz options depending on your hydration needs. The narrow base on all sizes (except 64oz) fits just about any car cup holder, keeping it right by your side. ADVANCED LID CONSTRUCTION: Whether you prefer small sips or maximum thirst quenching, Stanley has developed an advanced FlowState lid, featuring a rotating cover with three positions: a straw opening designed to resist splashes with a seal that holds the reusable straw in place, a drink opening, and a full-cover top for added leak resistance. We\\u2019ve also included an ergonomic, comfort-grip handle, so you can easily carry your ice-cold water to work, meetings, the gym or trips out of town. EARTH-FRIENDLY DURABILITY: Constructed of 90% recycled BPA free stainless steel for sustainable sipping, the Stanley Quencher H2.0 has the durability to stand up to a lifetime of use. Eliminate the use of single-use plastic bottles and straws with a travel tumbler built with sustainability in mind. DISHWASHER SAFE: Spend less time hunched over the sink and more time doing the things you love. Cleaning your tumbler and lid couldn't be easier, just pop them into the dishwasher. Unlike plastic bottles that retain stains & smells, this metallic beauty comes out pristine LIFETIME WARRANTY: Since 1913 we\\u2019ve promised to provide rugged, capable gear for food and drink - accessories built to last a lifetime. It\\u2019s a promise we still keep. Stanley products purchased from Stanley Resellers come with a lifetime warranty. Rest easy knowing we\\u2019ve got your back through it all.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"30 Ounces\"},\n{\"Color\": \"Rose Quartz 2.0\"}],\n\"promotion_items\": [{\"title\": \"YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy\", \"asin\": \"B07FMBWPYR\", \"price\": \"$38.00\", \"quantity\": \"\"},\n{\"title\": \"DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, White, 4Pack\", \"asin\": \"B0C615Z93J\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Drinco 40oz 30 oz Tumbler with Handle, Straw Lid, Insulated Stainless Steel Travel Mug Water Bottle Ice Coffee Cup For Cold and Hot, BigSur (30oz, Oakmilk)\", \"asin\": \"B0BVGTWB3C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Simple Modern 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Use | Gifts for Women Men Him Her | Trek Collection | Buttercup\", \"asin\": \"B0DF914Z12\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Br\\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)\", \"asin\": \"B0CJYJRB4J\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"30oz Tumbler, 2 Packs Stainless Steel Double Wall Vacuum Insulated Tumbler Travel M...\", \"asin\": \"B07RTKNCNF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"30 oz Replacement Lid for Stanley Quencher Tumbler Flip Straw, 2 PCS Spill Proof Li...\", \"asin\": \"B0DJJKZ36R\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, Mint Green, 4Pack\", \"asin\": \"B0C616KMKG\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"VINUR 40 oz Tumbler with Handle-Stainless Steel Vacuum Insulated Tumbler Cup for Travel, Reusable Coffee Mug with Lid and Straw (Pink)\", \"asin\": \"B0DRCXZKWL\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Br\\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)\", \"asin\": \"B0CJYJRB4J\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"YETI Rambler 35 oz Tumbler with Handle and Straw Lid, Travel Mug Water Tumbler, Vacuum Insulated Cup with Handle, Stainless Steel, King Crab\", \"asin\": \"B0CDJV5HK2\", \"price\": \"$33.60\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Vacuum Insulated Tumbler with Lid and Straw for Hot and Cold Bevera...\", \"asin\": \"B0DF9RQ2VM\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"40 oz Tumbler with Handle and Straw | Insulated Tumbler with Lid and Straw | Made o...\", \"asin\": \"B0D1DBP67R\", \"price\": \"$20.00\", \"quantity\": \"\"},\n{\"title\": \"YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy\", \"asin\": \"B07FMBWPYR\", \"price\": \"$38.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"STANLEY\\u00a0Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0\", \"asin\": \"B0CP9YB3Q4\", \"price\": \"$35.00\"},\n{\"title\": \"STANLEY\\u00a0Stanley Quencher H2.O FlowState\\u2122 Tumbler 20oz Eucalyptus\", \"asin\": \"B0BS2BGKV5\", \"price\": \"$41.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley x Barbie\\u2122 \\u201980s Western Ken Quencher 40 Oz\", \"asin\": \"B0DJCGLLJQ\", \"price\": \"$60.00\"},\n{\"title\": \"Mity rain\\u00a06PCS Cup Accessories Set for Stanley Cup 30oz 40oz tumbler with handle, Including Silicone Straw Topper Cover Cap and Boot, Spill Proof Stopper, Handle Charm, Initials Sticker (Letter K)\", \"asin\": \"B0D93SPQFT\", \"price\": \"$7.99\"},\n{\"title\": \"Velaco\\u00a011 PCS Accessories for Stanley Cup, Water Bottle Handle Strap for Stanley 30/40 oz tumbler with handle, including Straw Toppers, Silicone Cup Boot, Keychain Charms - White\", \"asin\": \"B0DDXFJKVP\", \"price\": \"$8.49\"},\n{\"title\": \"MOTEERLLU\\u00a06pcs Stanley Cup Accessories Set,Bow Straw Cover for Stanley Cup 30oz 40oz, Including Straw Topper,Spill Proof Stopper,Sparkly Silicone Boot Set,Handle Charm,Initials Sticker (A)\", \"asin\": \"B0DHN4ZBR6\", \"price\": \"$6.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:17:29.065Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0CP9YB3Q4"},
{"title": "Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0"},
{"price": "$35.00"},
{"bullet_list": "YOUR DREAM TUMBLER: Whichever way your day flows, the H2.0 FlowState tumbler keeps you refreshed with fewer refills. Double wall vacuum insulation means drinks stay cold, iced or hot for hours. Choose between our 14oz, 20oz, 30oz,40oz and 64oz options depending on your hydration needs. The narrow base on all sizes (except 64oz) fits just about any car cup holder, keeping it right by your side. ADVANCED LID CONSTRUCTION: Whether you prefer small sips or maximum thirst quenching, Stanley has developed an advanced FlowState lid, featuring a rotating cover with three positions: a straw opening designed to resist splashes with a seal that holds the reusable straw in place, a drink opening, and a full-cover top for added leak resistance. We\u2019ve also included an ergonomic, comfort-grip handle, so you can easily carry your ice-cold water to work, meetings, the gym or trips out of town. EARTH-FRIENDLY DURABILITY: Constructed of 90% recycled BPA free stainless steel for sustainable sipping, the Stanley Quencher H2.0 has the durability to stand up to a lifetime of use. Eliminate the use of single-use plastic bottles and straws with a travel tumbler built with sustainability in mind. DISHWASHER SAFE: Spend less time hunched over the sink and more time doing the things you love. Cleaning your tumbler and lid couldn't be easier, just pop them into the dishwasher. Unlike plastic bottles that retain stains & smells, this metallic beauty comes out pristine LIFETIME WARRANTY: Since 1913 we\u2019ve promised to provide rugged, capable gear for food and drink - accessories built to last a lifetime. It\u2019s a promise we still keep. Stanley products purchased from Stanley Resellers come with a lifetime warranty. Rest easy knowing we\u2019ve got your back through it all."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "30 Ounces"},
{"Color": "Rose Quartz 2.0"}],
"promotion_items": [{"title": "YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy", "asin": "B07FMBWPYR", "price": "$38.00", "quantity": ""},
{"title": "DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, White, 4Pack", "asin": "B0C615Z93J", "price": "$52.99", "quantity": ""},
{"title": "Drinco 40oz 30 oz Tumbler with Handle, Straw Lid, Insulated Stainless Steel Travel Mug Water Bottle Ice Coffee Cup For Cold and Hot, BigSur (30oz, Oakmilk)", "asin": "B0BVGTWB3C", "price": "$24.99", "quantity": ""},
{"title": "Simple Modern 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Use | Gifts for Women Men Him Her | Trek Collection | Buttercup", "asin": "B0DF914Z12", "price": "$29.99", "quantity": ""},
{"title": "Br\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)", "asin": "B0CJYJRB4J", "price": "$39.99", "quantity": ""},
{"title": "30oz Tumbler, 2 Packs Stainless Steel Double Wall Vacuum Insulated Tumbler Travel M...", "asin": "B07RTKNCNF", "price": "$22.99", "quantity": ""},
{"title": "30 oz Replacement Lid for Stanley Quencher Tumbler Flip Straw, 2 PCS Spill Proof Li...", "asin": "B0DJJKZ36R", "price": "$14.99", "quantity": ""},
{"title": "DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, Mint Green, 4Pack", "asin": "B0C616KMKG", "price": "$52.99", "quantity": ""},
{"title": "VINUR 40 oz Tumbler with Handle-Stainless Steel Vacuum Insulated Tumbler Cup for Travel, Reusable Coffee Mug with Lid and Straw (Pink)", "asin": "B0DRCXZKWL", "price": "$28.99", "quantity": ""},
{"title": "Br\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)", "asin": "B0CJYJRB4J", "price": "$39.99", "quantity": ""},
{"title": "YETI Rambler 35 oz Tumbler with Handle and Straw Lid, Travel Mug Water Tumbler, Vacuum Insulated Cup with Handle, Stainless Steel, King Crab", "asin": "B0CDJV5HK2", "price": "$33.60", "quantity": ""},
{"title": "Stainless Steel Vacuum Insulated Tumbler with Lid and Straw for Hot and Cold Bevera...", "asin": "B0DF9RQ2VM", "price": "$29.99", "quantity": ""},
{"title": "40 oz Tumbler with Handle and Straw | Insulated Tumbler with Lid and Straw | Made o...", "asin": "B0D1DBP67R", "price": "$20.00", "quantity": ""},
{"title": "YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy", "asin": "B07FMBWPYR", "price": "$38.00", "quantity": ""}],
"comparison_items": [{"title": "STANLEY\u00a0Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0", "asin": "B0CP9YB3Q4", "price": "$35.00"},
{"title": "STANLEY\u00a0Stanley Quencher H2.O FlowState\u2122 Tumbler 20oz Eucalyptus", "asin": "B0BS2BGKV5", "price": "$41.99"},
{"title": "STANLEY\u00a0Stanley x Barbie\u2122 \u201980s Western Ken Quencher 40 Oz", "asin": "B0DJCGLLJQ", "price": "$60.00"},
{"title": "Mity rain\u00a06PCS Cup Accessories Set for Stanley Cup 30oz 40oz tumbler with handle, Including Silicone Straw Topper Cover Cap and Boot, Spill Proof Stopper, Handle Charm, Initials Sticker (Letter K)", "asin": "B0D93SPQFT", "price": "$7.99"},
{"title": "Velaco\u00a011 PCS Accessories for Stanley Cup, Water Bottle Handle Strap for Stanley 30/40 oz tumbler with handle, including Straw Toppers, Silicone Cup Boot, Keychain Charms - White", "asin": "B0DDXFJKVP", "price": "$8.49"},
{"title": "MOTEERLLU\u00a06pcs Stanley Cup Accessories Set,Bow Straw Cover for Stanley Cup 30oz 40oz, Including Straw Topper,Spill Proof Stopper,Sparkly Silicone Boot Set,Handle Charm,Initials Sticker (A)", "asin": "B0DHN4ZBR6", "price": "$6.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:17:29.065Z", // 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>
|
2025-04-01T23:17:29.065Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:17:29.065Z
|
click
|
nav_bar
|
train
| 532 |
2025-04-01T23:17:29.065Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0CP9YB3Q4"},
{"title": "Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0"},
{"price": "$35.00"},
{"bullet_list": "YOUR DREAM TUMBLER: Whichever way your day flows, the H2.0 FlowState tumbler keeps you refreshed with fewer refills. Double wall vacuum insulation means drinks stay cold, iced or hot for hours. Choose between our 14oz, 20oz, 30oz,40oz and 64oz options depending on your hydration needs. The narrow base on all sizes (except 64oz) fits just about any car cup holder, keeping it right by your side. ADVANCED LID CONSTRUCTION: Whether you prefer small sips or maximum thirst quenching, Stanley has developed an advanced FlowState lid, featuring a rotating cover with three positions: a straw opening designed to resist splashes with a seal that holds the reusable straw in place, a drink opening, and a full-cover top for added leak resistance. We\u2019ve also included an ergonomic, comfort-grip handle, so you can easily carry your ice-cold water to work, meetings, the gym or trips out of town. EARTH-FRIENDLY DURABILITY: Constructed of 90% recycled BPA free stainless steel for sustainable sipping, the Stanley Quencher H2.0 has the durability to stand up to a lifetime of use. Eliminate the use of single-use plastic bottles and straws with a travel tumbler built with sustainability in mind. DISHWASHER SAFE: Spend less time hunched over the sink and more time doing the things you love. Cleaning your tumbler and lid couldn't be easier, just pop them into the dishwasher. Unlike plastic bottles that retain stains & smells, this metallic beauty comes out pristine LIFETIME WARRANTY: Since 1913 we\u2019ve promised to provide rugged, capable gear for food and drink - accessories built to last a lifetime. It\u2019s a promise we still keep. Stanley products purchased from Stanley Resellers come with a lifetime warranty. Rest easy knowing we\u2019ve got your back through it all."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "30 Ounces"},
{"Color": "Rose Quartz 2.0"}],
"promotion_items": [{"title": "YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy", "asin": "B07FMBWPYR", "price": "$38.00", "quantity": ""},
{"title": "DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, White, 4Pack", "asin": "B0C615Z93J", "price": "$52.99", "quantity": ""},
{"title": "Drinco 40oz 30 oz Tumbler with Handle, Straw Lid, Insulated Stainless Steel Travel Mug Water Bottle Ice Coffee Cup For Cold and Hot, BigSur (30oz, Oakmilk)", "asin": "B0BVGTWB3C", "price": "$24.99", "quantity": ""},
{"title": "Simple Modern 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Use | Gifts for Women Men Him Her | Trek Collection | Buttercup", "asin": "B0DF914Z12", "price": "$29.99", "quantity": ""},
{"title": "Br\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)", "asin": "B0CJYJRB4J", "price": "$39.99", "quantity": ""},
{"title": "30oz Tumbler, 2 Packs Stainless Steel Double Wall Vacuum Insulated Tumbler Travel M...", "asin": "B07RTKNCNF", "price": "$22.99", "quantity": ""},
{"title": "30 oz Replacement Lid for Stanley Quencher Tumbler Flip Straw, 2 PCS Spill Proof Li...", "asin": "B0DJJKZ36R", "price": "$14.99", "quantity": ""},
{"title": "DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, Mint Green, 4Pack", "asin": "B0C616KMKG", "price": "$52.99", "quantity": ""},
{"title": "VINUR 40 oz Tumbler with Handle-Stainless Steel Vacuum Insulated Tumbler Cup for Travel, Reusable Coffee Mug with Lid and Straw (Pink)", "asin": "B0DRCXZKWL", "price": "$28.99", "quantity": ""},
{"title": "Br\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)", "asin": "B0CJYJRB4J", "price": "$39.99", "quantity": ""},
{"title": "YETI Rambler 35 oz Tumbler with Handle and Straw Lid, Travel Mug Water Tumbler, Vacuum Insulated Cup with Handle, Stainless Steel, King Crab", "asin": "B0CDJV5HK2", "price": "$33.60", "quantity": ""},
{"title": "Stainless Steel Vacuum Insulated Tumbler with Lid and Straw for Hot and Cold Bevera...", "asin": "B0DF9RQ2VM", "price": "$29.99", "quantity": ""},
{"title": "40 oz Tumbler with Handle and Straw | Insulated Tumbler with Lid and Straw | Made o...", "asin": "B0D1DBP67R", "price": "$20.00", "quantity": ""},
{"title": "YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy", "asin": "B07FMBWPYR", "price": "$38.00", "quantity": ""}],
"comparison_items": [{"title": "STANLEY\u00a0Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0", "asin": "B0CP9YB3Q4", "price": "$35.00"},
{"title": "STANLEY\u00a0Stanley Quencher H2.O FlowState\u2122 Tumbler 20oz Eucalyptus", "asin": "B0BS2BGKV5", "price": "$41.99"},
{"title": "STANLEY\u00a0Stanley x Barbie\u2122 \u201980s Western Ken Quencher 40 Oz", "asin": "B0DJCGLLJQ", "price": "$60.00"},
{"title": "Mity rain\u00a06PCS Cup Accessories Set for Stanley Cup 30oz 40oz tumbler with handle, Including Silicone Straw Topper Cover Cap and Boot, Spill Proof Stopper, Handle Charm, Initials Sticker (Letter K)", "asin": "B0D93SPQFT", "price": "$7.99"},
{"title": "Velaco\u00a011 PCS Accessories for Stanley Cup, Water Bottle Handle Strap for Stanley 30/40 oz tumbler with handle, including Straw Toppers, Silicone Cup Boot, Keychain Charms - White", "asin": "B0DDXFJKVP", "price": "$8.49"},
{"title": "MOTEERLLU\u00a06pcs Stanley Cup Accessories Set,Bow Straw Cover for Stanley Cup 30oz 40oz, Including Straw Topper,Spill Proof Stopper,Sparkly Silicone Boot Set,Handle Charm,Initials Sticker (A)", "asin": "B0DHN4ZBR6", "price": "$6.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-01T23:17:29.065Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BNQFCPZY\"},\n{\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\"},\n{\"price\": \"$260.49\"},\n{\"bullet_list\": \"STANDARD YIELDS, EXCEPTIONAL VALUE \\u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \\u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \\u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \\u2013 Brother\\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\\u2019s our way of helping you to help the environment(2) FOR USE WITH \\u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...\", \"asin\": \"B0D9K3JQCF\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...\", \"asin\": \"B0DS3WD278\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...\", \"asin\": \"B0F1MYCSHL\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n{\"title\": \"TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)\", \"asin\": \"B0DGPLNPPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield\", \"asin\": \"B0DL58WGGP\", \"price\": \"$97.97\", \"quantity\": \"\"},\n{\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n{\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack\", \"asin\": \"B0DXDV3CYN\", \"price\": \"$132.99\", \"quantity\": \"\"},\n{\"title\": \"TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)\", \"asin\": \"B0C2Y1YV4P\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack\", \"asin\": \"B0DG647ZT7\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P\", \"asin\": \"B0CD1FYR5H\", \"price\": \"$54.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\"},\n{\"title\": \"Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223\", \"asin\": \"B07VDNCZP2\", \"price\": \"$307.96\"},\n{\"title\": \"Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515\", \"asin\": \"B0BY451TG4\", \"price\": \"$127.88\"},\n{\"title\": \"Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow\", \"asin\": \"B07S88Y75G\", \"price\": \"$359.99\"},\n{\"title\": \"TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner\", \"asin\": \"B0D8L3KX58\", \"price\": \"$119.99\"},\n{\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T22:16:30.054Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": "B0BNQFCPZY"},
{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"},
{"price": "$260.49"},
{"bullet_list": "STANDARD YIELDS, EXCEPTIONAL VALUE \u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \u2013 Brother\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\u2019s our way of helping you to help the environment(2) FOR USE WITH \u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...", "asin": "B0D9K3JQCF", "price": "$79.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...", "asin": "B0DS3WD278", "price": "$79.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...", "asin": "B0F1MYCSHL", "price": "$75.99", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)", "asin": "B0DGPLNPPJ", "price": "$109.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack", "asin": "B0DXDV3CYN", "price": "$132.99", "quantity": ""},
{"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$92.99", "quantity": ""},
{"title": "Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P", "asin": "B0CD1FYR5H", "price": "$54.99", "quantity": ""}],
"comparison_items": [{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
{"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
{"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$127.88"},
{"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
{"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$119.99"},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-03T22:16:30.054Z", // 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>
|
2025-04-03T22:16:30.054Z
|
click
|
other
|
rule
|
2025-04-03T22:16:30.054Z
|
click
|
other
|
train
| 533 |
2025-04-03T22:16:30.054Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": "B0BNQFCPZY"},
{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"},
{"price": "$260.49"},
{"bullet_list": "STANDARD YIELDS, EXCEPTIONAL VALUE \u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \u2013 Brother\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\u2019s our way of helping you to help the environment(2) FOR USE WITH \u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...", "asin": "B0D9K3JQCF", "price": "$79.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...", "asin": "B0DS3WD278", "price": "$79.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...", "asin": "B0F1MYCSHL", "price": "$75.99", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)", "asin": "B0DGPLNPPJ", "price": "$109.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack", "asin": "B0DXDV3CYN", "price": "$132.99", "quantity": ""},
{"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$92.99", "quantity": ""},
{"title": "Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P", "asin": "B0CD1FYR5H", "price": "$54.99", "quantity": ""}],
"comparison_items": [{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
{"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
{"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$127.88"},
{"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
{"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$119.99"},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-03T22:16:30.054Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BNQFCPZY\"},\n{\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\"},\n{\"price\": \"$260.49\"},\n{\"bullet_list\": \"STANDARD YIELDS, EXCEPTIONAL VALUE \\u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \\u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \\u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \\u2013 Brother\\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\\u2019s our way of helping you to help the environment(2) FOR USE WITH \\u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...\", \"asin\": \"B0D9K3JQCF\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...\", \"asin\": \"B0DS3WD278\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...\", \"asin\": \"B0F1MYCSHL\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n{\"title\": \"TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)\", \"asin\": \"B0DGPLNPPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield\", \"asin\": \"B0DL58WGGP\", \"price\": \"$97.97\", \"quantity\": \"\"},\n{\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n{\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack\", \"asin\": \"B0DXDV3CYN\", \"price\": \"$132.99\", \"quantity\": \"\"},\n{\"title\": \"TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)\", \"asin\": \"B0C2Y1YV4P\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n{\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack\", \"asin\": \"B0DG647ZT7\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P\", \"asin\": \"B0CD1FYR5H\", \"price\": \"$54.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\"},\n{\"title\": \"Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223\", \"asin\": \"B07VDNCZP2\", \"price\": \"$307.96\"},\n{\"title\": \"Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515\", \"asin\": \"B0BY451TG4\", \"price\": \"$127.88\"},\n{\"title\": \"Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow\", \"asin\": \"B07S88Y75G\", \"price\": \"$359.99\"},\n{\"title\": \"TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner\", \"asin\": \"B0D8L3KX58\", \"price\": \"$119.99\"},\n{\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T22:16:31.472Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": "B0BNQFCPZY"},
{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"},
{"price": "$260.49"},
{"bullet_list": "STANDARD YIELDS, EXCEPTIONAL VALUE \u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \u2013 Brother\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\u2019s our way of helping you to help the environment(2) FOR USE WITH \u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...", "asin": "B0D9K3JQCF", "price": "$79.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...", "asin": "B0DS3WD278", "price": "$79.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...", "asin": "B0F1MYCSHL", "price": "$75.99", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)", "asin": "B0DGPLNPPJ", "price": "$109.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack", "asin": "B0DXDV3CYN", "price": "$132.99", "quantity": ""},
{"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$92.99", "quantity": ""},
{"title": "Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P", "asin": "B0CD1FYR5H", "price": "$54.99", "quantity": ""}],
"comparison_items": [{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
{"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
{"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$127.88"},
{"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
{"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$119.99"},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-03T22:16:31.472Z", // 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>
|
2025-04-03T22:16:31.472Z
|
click
|
other
|
rule
|
2025-04-03T22:16:31.472Z
|
click
|
other
|
train
| 534 |
2025-04-03T22:16:31.472Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": "B0BNQFCPZY"},
{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"},
{"price": "$260.49"},
{"bullet_list": "STANDARD YIELDS, EXCEPTIONAL VALUE \u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \u2013 Brother\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\u2019s our way of helping you to help the environment(2) FOR USE WITH \u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...", "asin": "B0D9K3JQCF", "price": "$79.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...", "asin": "B0DS3WD278", "price": "$79.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...", "asin": "B0F1MYCSHL", "price": "$75.99", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)", "asin": "B0DGPLNPPJ", "price": "$109.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack", "asin": "B0DXDV3CYN", "price": "$132.99", "quantity": ""},
{"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$92.99", "quantity": ""},
{"title": "Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P", "asin": "B0CD1FYR5H", "price": "$54.99", "quantity": ""}],
"comparison_items": [{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
{"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
{"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$127.88"},
{"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
{"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$119.99"},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-03T22:16:31.472Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"ads\": [{\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\"}],\n\"search_results\": [{\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Brother Genuine High Yield Toner Cartridge, TN660, Replacement Black Toner, Page Yield Up to 2,600 Pages, Amazon Dash Replenishment Cartridge, Black, 1 pack\", \"asin\": \"B00LJO8EQS\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Brother Genuine High Yield Toner Cartridge, TN850, Replacement Black Toner, Page Yield Up To 8, 000 Pages, Amazon Dash Replenishment Cartridge\", \"asin\": \"B01825OGPE\", \"price\": \"$113.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n{\"title\": \"Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack\", \"asin\": \"B07YGL9XTH\", \"price\": \"$152.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Brother Genuine Standard-Yield Toner Cartridge Three Pack TN221 3PK -Includes one Cartridge Each of Cyan, Magenta & Yellow Toner, Standard Yield (TN2213PK), Cyan, Magenta, Yellow\", \"asin\": \"B0828MLBFP\", \"price\": \"$172.00\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Brother Genuine TN229BK Black Standard Yield Printer Toner Cartridge - Print up to 1,500 Pages(1)\", \"asin\": \"B0BNQ82FP8\", \"price\": \"$68.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n{\"title\": \"Brother Genuine Standard-Yield Black Toner Cartridge Twin Pack TN221 2PK\", \"asin\": \"B07VQJMSJ2\", \"price\": \"$135.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members Only 4 left in stock - order soon.\"},\n{\"title\": \"Brother Genuine TN229Y Yellow Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)\", \"asin\": \"B0BNQFH1J9\", \"price\": \"$73.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n{\"title\": \"Brother Genuine DR229CL Drum Unit\", \"asin\": \"B0CFD17L77\", \"price\": \"$162.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4 Only 15 left in stock (more on the way).\"},\n{\"title\": \"E-Z Ink Compatible Toner Cartridge Replacement for Brother TN450 TN420 TN-450 TN-420 Compatible with HL-2270DW HL-2280DW HL-2230 MFC-7360N MFC-7860DW DCP-7065DN Intellifax 2840 2940 (2 Black)\", \"asin\": \"B00NQFJ8TU\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Brother Genuine TN229C Cyan Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)\", \"asin\": \"B0BNQDJ6W1\", \"price\": \"$73.49\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Brother Genuine TN229XLY Yellow High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)\", \"asin\": \"B0BNQCK9VX\", \"price\": \"$106.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n{\"title\": \"Brother Genuine TN229XLC Cyan High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)\", \"asin\": \"B0BNQFVT1Z\", \"price\": \"$105.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n{\"title\": \"Brother HL-L2380DW Black Toner (1200 Yield) - Genuine Original OEM toner\", \"asin\": \"B016L799HA\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Brother Genuine TN760 2-Pack High Yield Black Toner Cartridge with approximately 3,000 page yield/cartridge\", \"asin\": \"B07QGGW6D9\", \"price\": \"$128.36\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n{\"title\": \"Brother Genuine TN229XLM Magenta High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)\", \"asin\": \"B0BNQDPZ89\", \"price\": \"$106.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T23:13:36.068Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"ads": [{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F"}],
"search_results": [{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine High Yield Toner Cartridge, TN660, Replacement Black Toner, Page Yield Up to 2,600 Pages, Amazon Dash Replenishment Cartridge, Black, 1 pack", "asin": "B00LJO8EQS", "price": "$57.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine High Yield Toner Cartridge, TN850, Replacement Black Toner, Page Yield Up To 8, 000 Pages, Amazon Dash Replenishment Cartridge", "asin": "B01825OGPE", "price": "$113.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack", "asin": "B07YGL9XTH", "price": "$152.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Brother Genuine Standard-Yield Toner Cartridge Three Pack TN221 3PK -Includes one Cartridge Each of Cyan, Magenta & Yellow Toner, Standard Yield (TN2213PK), Cyan, Magenta, Yellow", "asin": "B0828MLBFP", "price": "$172.00", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN229BK Black Standard Yield Printer Toner Cartridge - Print up to 1,500 Pages(1)", "asin": "B0BNQ82FP8", "price": "$68.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine Standard-Yield Black Toner Cartridge Twin Pack TN221 2PK", "asin": "B07VQJMSJ2", "price": "$135.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members Only 4 left in stock - order soon."},
{"title": "Brother Genuine TN229Y Yellow Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)", "asin": "B0BNQFH1J9", "price": "$73.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine DR229CL Drum Unit", "asin": "B0CFD17L77", "price": "$162.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4 Only 15 left in stock (more on the way)."},
{"title": "E-Z Ink Compatible Toner Cartridge Replacement for Brother TN450 TN420 TN-450 TN-420 Compatible with HL-2270DW HL-2280DW HL-2230 MFC-7360N MFC-7860DW DCP-7065DN Intellifax 2840 2940 (2 Black)", "asin": "B00NQFJ8TU", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 4 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Brother Genuine TN229C Cyan Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)", "asin": "B0BNQDJ6W1", "price": "$73.49", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN229XLY Yellow High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)", "asin": "B0BNQCK9VX", "price": "$106.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine TN229XLC Cyan High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)", "asin": "B0BNQFVT1Z", "price": "$105.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother HL-L2380DW Black Toner (1200 Yield) - Genuine Original OEM toner", "asin": "B016L799HA", "price": "$47.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN760 2-Pack High Yield Black Toner Cartridge with approximately 3,000 page yield/cartridge", "asin": "B07QGGW6D9", "price": "$128.36", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN229XLM Magenta High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)", "asin": "B0BNQDPZ89", "price": "$106.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-03T23:13:36.068Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-03T23:13:36.068Z
|
click_product
|
B0BNQFCPZY
|
rule
|
2025-04-03T23:13:36.068Z
|
click_product
|
B0BNQFCPZY
|
train
| 535 |
2025-04-03T23:13:36.068Z
|
click_product
|
B0BNQFCPZY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"ads": [{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F"}],
"search_results": [{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine High Yield Toner Cartridge, TN660, Replacement Black Toner, Page Yield Up to 2,600 Pages, Amazon Dash Replenishment Cartridge, Black, 1 pack", "asin": "B00LJO8EQS", "price": "$57.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine High Yield Toner Cartridge, TN850, Replacement Black Toner, Page Yield Up To 8, 000 Pages, Amazon Dash Replenishment Cartridge", "asin": "B01825OGPE", "price": "$113.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack", "asin": "B07YGL9XTH", "price": "$152.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Brother Genuine Standard-Yield Toner Cartridge Three Pack TN221 3PK -Includes one Cartridge Each of Cyan, Magenta & Yellow Toner, Standard Yield (TN2213PK), Cyan, Magenta, Yellow", "asin": "B0828MLBFP", "price": "$172.00", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN229BK Black Standard Yield Printer Toner Cartridge - Print up to 1,500 Pages(1)", "asin": "B0BNQ82FP8", "price": "$68.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine Standard-Yield Black Toner Cartridge Twin Pack TN221 2PK", "asin": "B07VQJMSJ2", "price": "$135.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members Only 4 left in stock - order soon."},
{"title": "Brother Genuine TN229Y Yellow Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)", "asin": "B0BNQFH1J9", "price": "$73.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine DR229CL Drum Unit", "asin": "B0CFD17L77", "price": "$162.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4 Only 15 left in stock (more on the way)."},
{"title": "E-Z Ink Compatible Toner Cartridge Replacement for Brother TN450 TN420 TN-450 TN-420 Compatible with HL-2270DW HL-2280DW HL-2230 MFC-7360N MFC-7860DW DCP-7065DN Intellifax 2840 2940 (2 Black)", "asin": "B00NQFJ8TU", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 4 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Brother Genuine TN229C Cyan Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)", "asin": "B0BNQDJ6W1", "price": "$73.49", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN229XLY Yellow High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)", "asin": "B0BNQCK9VX", "price": "$106.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine TN229XLC Cyan High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)", "asin": "B0BNQFVT1Z", "price": "$105.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother HL-L2380DW Black Toner (1200 Yield) - Genuine Original OEM toner", "asin": "B016L799HA", "price": "$47.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN760 2-Pack High Yield Black Toner Cartridge with approximately 3,000 page yield/cartridge", "asin": "B07QGGW6D9", "price": "$128.36", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN229XLM Magenta High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)", "asin": "B0BNQDPZ89", "price": "$106.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-03T23:13:36.068Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"product_details\": [{\"asin\": \"B0BNQFCPZY\"},\n{\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"}],\n\"promotion_items\": [{\"title\": \"InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DXDVNRXS\", \"price\": \"$117.99\", \"quantity\": \"\"},\n{\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack\", \"asin\": \"B0DG647ZT7\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)\", \"asin\": \"B0C2Y1YV4P\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$129.63\", \"quantity\": \"\"},\n{\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 TN-229XL TN-229XLBK/C/M/Y Toner High Yield 4 Pack Use for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW Printer,TN229XXL with Chip\", \"asin\": \"B0DG23TL4F\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack\", \"asin\": \"B07YGL9XTH\", \"price\": \"$152.49\", \"quantity\": \"\"},\n{\"title\": \"INK E-SALE TN229 TN229XL 229XL Compatible Toner Cartridge Replacement for Brother HL L3220CDW L3280CDW L3295CDW L3300CDW L8245CDW MFC L3720CDW L3765CDW L3780CDW L8395CDW Printers (4 Packs)\", \"asin\": \"B0DM22214Q\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield\", \"asin\": \"B0DL58WGGP\", \"price\": \"$97.97\", \"quantity\": \"\"},\n{\"title\": \"TN229XL Compatible TN229XL High Yield Toner Cartridge 4-Pack Replacement for Brothe...\", \"asin\": \"B0DJ8VDF5C\", \"price\": \"$188.99\", \"quantity\": \"\"},\n{\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-5 Pack)\", \"asin\": \"B0DMVRS3J7\", \"price\": \"$125.99\", \"quantity\": \"\"},\n{\"title\": \"TN229XL Toner Cartridges Compatible Replacement for Brother TN229XL TN-229XL TN-229...\", \"asin\": \"B0DXPTBJWG\", \"price\": \"$67.86\", \"quantity\": \"\"},\n{\"title\": \"InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DXDVNRXS\", \"price\": \"$117.99\", \"quantity\": \"\"},\n{\"title\": \"TN2294PK Toner Cartridge (with Chip) Replacement for Brother TN229 TN229XL Toner Ca...\", \"asin\": \"B0DG5J3P9X\", \"price\": \"$159.86\", \"quantity\": \"\"},\n{\"title\": \"TN229 TN229XL MFC-L3780CDW MFC-L3720CDW Toner Cartridges: Compatible for Brother HL-L3280CDW HL-L3220CDW TN-229XL TN 229XL 229 TN-229XLBK/C/M/Y HL-L3300CDW HL-L3295CDW Printer 4 Pack High Yield\", \"asin\": \"B0DG554693\", \"price\": \"$129.79\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\"},\n{\"title\": \"Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223\", \"asin\": \"B07VDNCZP2\", \"price\": \"$307.96\"},\n{\"title\": \"Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515\", \"asin\": \"B0BY451TG4\", \"price\": \"$118.86\"},\n{\"title\": \"Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow\", \"asin\": \"B07S88Y75G\", \"price\": \"$359.99\"},\n{\"title\": \"TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner\", \"asin\": \"B0D8L3KX58\", \"price\": \"$117.00\"},\n{\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T23:28:05.133Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"product_details": [{"asin": "B0BNQFCPZY"},
{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"}],
"product_quantity": [{"quantity": "1 "}],
"promotion_items": [{"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$89.99", "quantity": ""},
{"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$129.63", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 TN-229XL TN-229XLBK/C/M/Y Toner High Yield 4 Pack Use for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW Printer,TN229XXL with Chip", "asin": "B0DG23TL4F", "price": "$84.99", "quantity": ""},
{"title": "Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack", "asin": "B07YGL9XTH", "price": "$152.49", "quantity": ""},
{"title": "INK E-SALE TN229 TN229XL 229XL Compatible Toner Cartridge Replacement for Brother HL L3220CDW L3280CDW L3295CDW L3300CDW L8245CDW MFC L3720CDW L3765CDW L3780CDW L8395CDW Printers (4 Packs)", "asin": "B0DM22214Q", "price": "$139.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
{"title": "TN229XL Compatible TN229XL High Yield Toner Cartridge 4-Pack Replacement for Brothe...", "asin": "B0DJ8VDF5C", "price": "$188.99", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-5 Pack)", "asin": "B0DMVRS3J7", "price": "$125.99", "quantity": ""},
{"title": "TN229XL Toner Cartridges Compatible Replacement for Brother TN229XL TN-229XL TN-229...", "asin": "B0DXPTBJWG", "price": "$67.86", "quantity": ""},
{"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
{"title": "TN2294PK Toner Cartridge (with Chip) Replacement for Brother TN229 TN229XL Toner Ca...", "asin": "B0DG5J3P9X", "price": "$159.86", "quantity": ""},
{"title": "TN229 TN229XL MFC-L3780CDW MFC-L3720CDW Toner Cartridges: Compatible for Brother HL-L3280CDW HL-L3220CDW TN-229XL TN 229XL 229 TN-229XLBK/C/M/Y HL-L3300CDW HL-L3295CDW Printer 4 Pack High Yield", "asin": "B0DG554693", "price": "$129.79", "quantity": ""}],
"comparison_items": [{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
{"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
{"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$118.86"},
{"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
{"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$117.00"},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-03T23:28:05.133Z", // 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>
|
2025-04-03T23:28:05.133Z
|
purchase
|
B0BNQFCPZY
|
rule
|
2025-04-03T23:28:05.133Z
|
purchase
|
B0BNQFCPZY
|
train
| 536 |
2025-04-03T23:28:05.133Z
|
purchase
|
B0BNQFCPZY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"product_details": [{"asin": "B0BNQFCPZY"},
{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"}],
"product_quantity": [{"quantity": "1 "}],
"promotion_items": [{"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$89.99", "quantity": ""},
{"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$129.63", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 TN-229XL TN-229XLBK/C/M/Y Toner High Yield 4 Pack Use for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW Printer,TN229XXL with Chip", "asin": "B0DG23TL4F", "price": "$84.99", "quantity": ""},
{"title": "Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack", "asin": "B07YGL9XTH", "price": "$152.49", "quantity": ""},
{"title": "INK E-SALE TN229 TN229XL 229XL Compatible Toner Cartridge Replacement for Brother HL L3220CDW L3280CDW L3295CDW L3300CDW L8245CDW MFC L3720CDW L3765CDW L3780CDW L8395CDW Printers (4 Packs)", "asin": "B0DM22214Q", "price": "$139.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
{"title": "TN229XL Compatible TN229XL High Yield Toner Cartridge 4-Pack Replacement for Brothe...", "asin": "B0DJ8VDF5C", "price": "$188.99", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-5 Pack)", "asin": "B0DMVRS3J7", "price": "$125.99", "quantity": ""},
{"title": "TN229XL Toner Cartridges Compatible Replacement for Brother TN229XL TN-229XL TN-229...", "asin": "B0DXPTBJWG", "price": "$67.86", "quantity": ""},
{"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
{"title": "TN2294PK Toner Cartridge (with Chip) Replacement for Brother TN229 TN229XL Toner Ca...", "asin": "B0DG5J3P9X", "price": "$159.86", "quantity": ""},
{"title": "TN229 TN229XL MFC-L3780CDW MFC-L3720CDW Toner Cartridges: Compatible for Brother HL-L3280CDW HL-L3220CDW TN-229XL TN 229XL 229 TN-229XLBK/C/M/Y HL-L3300CDW HL-L3295CDW Printer 4 Pack High Yield", "asin": "B0DG554693", "price": "$129.79", "quantity": ""}],
"comparison_items": [{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
{"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
{"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$118.86"},
{"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
{"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$117.00"},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-03T23:28:05.133Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-04-10T17:07:04.811Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-10T17:07:04.811Z", // 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>
|
2025-04-10T17:07:04.811Z
|
click
|
search
|
rule
|
2025-04-10T17:07:04.811Z
|
click
|
search
|
train
| 537 |
2025-04-10T17:07:04.811Z
|
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": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-10T17:07:04.811Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T17:08:02.346Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T17:07:04.811Z", "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": ""}]
<|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": "2025-04-10T17:08:02.346Z", // 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>
|
2025-04-10T17:08:02.346Z
|
input
|
kindle
|
rule
|
2025-04-10T17:08:02.346Z
|
input
|
kindle
|
train
| 538 |
2025-04-10T17:08:02.346Z
|
input
|
kindle
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T17:07:04.811Z", "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": ""}]
<|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": "2025-04-10T17:08:02.346Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"kindle\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T17:08:02.478Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-10T17:08:02.478Z", // 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>
|
2025-04-10T17:08:02.478Z
|
click
|
suggested_term
|
rule
|
2025-04-10T17:08:02.478Z
|
click
|
suggested_term
|
train
| 539 |
2025-04-10T17:08:02.478Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-10T17:08:02.478Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:14.167Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:33:25.026Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"kindle\"}],\n\"cart_items\": [{\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Black\", \"asin\": \"B0CFPJYX7P\", \"price\": \"$159.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha\", \"asin\": \"B0CNVCQZG1\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \\u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \\u2013 Metallic Jade\", \"asin\": \"B0CFPP8C33\", \"price\": \"$199.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$279.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BHZT5S12\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Kids (16 GB) \\u2013 larger 7\\\" glare-free display \\u2013 Kids read an average of 1+ hour per day with Kindle \\u2013 Cyber City\", \"asin\": \"B0CFPNV5KM\", \"price\": \"$179.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9T2C6B\", \"price\": \"$449.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale\", \"asin\": \"B0CNVBQK38\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Amazon Kindle Paperwhite (16 GB) \\u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \\u2013 Black\", \"asin\": \"B09TMN58KL\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter\", \"asin\": \"B0D9ZWBFWQ\", \"price\": \"$146.97\", \"delivery\": \"\"},\n{\"title\": \"New Amazon Fire HD 8 tablet, 8\\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)\", \"asin\": \"B0CVDN4QS6\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"International Version - Kindle \\u2013 The lightest and most compact Kindle, now with a 6\\u201d 300 ppi high-resolution display, and 2x the storage \\u2013 Denim\", \"asin\": \"B09SWV1FSS\", \"price\": \"$119.99\"},\n{\"title\": \"Like-New Amazon Kindle Paperwhite (16 GB) | Now with a larger display, adjustable warm light, increased battery life, and faster page turns | Black\", \"asin\": \"B09TMFVBBV\", \"price\": \"$134.99\", \"delivery\": \"FREE delivery Apr 16 - 19 for Prime members\"},\n{\"title\": \"Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BL5RZMLR\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric\", \"asin\": \"B0CM7X424T\", \"price\": \"$36.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Kindle Paperwhite Essentials Bundle including All-new Kindle Paperwhite (16GB) - Black, Fabric Cover - Black, and Power Adapter\", \"asin\": \"B0DB6BCWGV\", \"price\": \"$196.97\", \"delivery\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T17:08:09.252Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"search_results": [{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Black", "asin": "B0CFPJYX7P", "price": "$159.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$279.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Cyber City", "asin": "B0CFPNV5KM", "price": "$179.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$449.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Amazon Kindle Paperwhite (16 GB) \u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \u2013 Black", "asin": "B09TMN58KL", "price": "$149.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": ""},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"},
{"title": "Like-New Amazon Kindle Paperwhite (16 GB) | Now with a larger display, adjustable warm light, increased battery life, and faster page turns | Black", "asin": "B09TMFVBBV", "price": "$134.99", "delivery": "FREE delivery Apr 16 - 19 for Prime members"},
{"title": "Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BL5RZMLR", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric", "asin": "B0CM7X424T", "price": "$36.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Kindle Paperwhite Essentials Bundle including All-new Kindle Paperwhite (16GB) - Black, Fabric Cover - Black, and Power Adapter", "asin": "B0DB6BCWGV", "price": "$196.97", "delivery": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-10T17:08:09.252Z", // 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>
|
2025-04-10T17:08:09.252Z
|
click_product
|
B0CFPJYX7P
|
rule
|
2025-04-10T17:08:09.252Z
|
click_product
|
B0CFPJYX7P
|
train
| 540 |
2025-04-10T17:08:09.252Z
|
click_product
|
B0CFPJYX7P
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "kindle"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"search_results": [{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Black", "asin": "B0CFPJYX7P", "price": "$159.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$279.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Cyber City", "asin": "B0CFPNV5KM", "price": "$179.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$449.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Amazon Kindle Paperwhite (16 GB) \u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \u2013 Black", "asin": "B09TMN58KL", "price": "$149.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": ""},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"},
{"title": "Like-New Amazon Kindle Paperwhite (16 GB) | Now with a larger display, adjustable warm light, increased battery life, and faster page turns | Black", "asin": "B09TMFVBBV", "price": "$134.99", "delivery": "FREE delivery Apr 16 - 19 for Prime members"},
{"title": "Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BL5RZMLR", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric", "asin": "B0CM7X424T", "price": "$36.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Kindle Paperwhite Essentials Bundle including All-new Kindle Paperwhite (16GB) - Black, Fabric Cover - Black, and Power Adapter", "asin": "B0DB6BCWGV", "price": "$196.97", "delivery": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-10T17:08:09.252Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-04-11T18:58:26.008Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|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": "2025-04-11T18:58:26.008Z", // 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>
|
2025-04-11T18:58:26.008Z
|
click
|
search
|
rule
|
2025-04-11T18:58:26.008Z
|
click
|
search
|
train
| 541 |
2025-04-11T18:58:26.008Z
|
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": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|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": "2025-04-11T18:58:26.008Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"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\": \"kindle\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T18:58:28.581Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T18:58:26.008Z", "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": "kindle"}]
<|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": "2025-04-11T18:58:28.581Z", // 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>
|
2025-04-11T18:58:28.581Z
|
click
|
search
|
rule
|
2025-04-11T18:58:28.581Z
|
click
|
search
|
train
| 542 |
2025-04-11T18:58:28.581Z
|
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": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T18:58:26.008Z", "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": "kindle"}]
<|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": "2025-04-11T18:58:28.581Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"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\": \"kindle\"}],\n\"cart_items\": [{\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Black\", \"asin\": \"B0CFPJYX7P\", \"price\": \"$159.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha\", \"asin\": \"B0CNVCQZG1\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \\u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \\u2013 Metallic Jade\", \"asin\": \"B0CFPP8C33\", \"price\": \"$199.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$279.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BHZT5S12\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9T2C6B\", \"price\": \"$449.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n{\"title\": \"All-new Amazon Kindle Paperwhite Kids (16 GB) \\u2013 larger 7\\\" glare-free display \\u2013 Kids read an average of 1+ hour per day with Kindle \\u2013 Cyber City\", \"asin\": \"B0CFPNV5KM\", \"price\": \"$179.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Kindle Paperwhite \\u2013 (Previous Generation - 2018 Release) Waterproof with 2X The Storage \\u2013 Ad-Supported (Used Condition)\", \"asin\": \"B09V8F3P91\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n{\"title\": \"New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale\", \"asin\": \"B0CNVBQK38\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BL5RZMLR\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter\", \"asin\": \"B0D9ZWBFWQ\", \"price\": \"$146.97\", \"delivery\": \" Same-Day Delivery Today 5 PM - 10 PM\"},\n{\"title\": \"New Amazon Fire HD 8 tablet, 8\\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)\", \"asin\": \"B0CVDN4QS6\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Amazon Fire Max 11 tablet (newest model) vivid 11\\u201d display, all-in-one for streaming, reading, and gaming, 14-hour battery life, optional stylus and keyboard, 128 GB, Gray, without lockscreen ads\", \"asin\": \"B0B2SFTGQ6\", \"price\": \"$234.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Amazon Kindle Paperwhite (16 GB) \\u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \\u2013 Black\", \"asin\": \"B09TMN58KL\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n{\"title\": \"Like-New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha\", \"asin\": \"B0CP32KPTM\", \"price\": \"$98.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n{\"title\": \"International Version - Kindle \\u2013 The lightest and most compact Kindle, now with a 6\\u201d 300 ppi high-resolution display, and 2x the storage \\u2013 Denim\", \"asin\": \"B09SWV1FSS\", \"price\": \"$119.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T18:58:38.042Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "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": "kindle"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"search_results": [{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Black", "asin": "B0CFPJYX7P", "price": "$159.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$279.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$449.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Cyber City", "asin": "B0CFPNV5KM", "price": "$179.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Kindle Paperwhite \u2013 (Previous Generation - 2018 Release) Waterproof with 2X The Storage \u2013 Ad-Supported (Used Condition)", "asin": "B09V8F3P91", "price": "$49.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BL5RZMLR", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": " Same-Day Delivery Today 5 PM - 10 PM"},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Amazon Fire Max 11 tablet (newest model) vivid 11\u201d display, all-in-one for streaming, reading, and gaming, 14-hour battery life, optional stylus and keyboard, 128 GB, Gray, without lockscreen ads", "asin": "B0B2SFTGQ6", "price": "$234.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Amazon Kindle Paperwhite (16 GB) \u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \u2013 Black", "asin": "B09TMN58KL", "price": "$149.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Like-New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha", "asin": "B0CP32KPTM", "price": "$98.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-11T18:58:38.042Z", // 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>
|
2025-04-11T18:58:38.042Z
|
click_product
|
B0CFPJYX7P
|
rule
|
2025-04-11T18:58:38.042Z
|
click_product
|
B0CFPJYX7P
|
train
| 543 |
2025-04-11T18:58:38.042Z
|
click_product
|
B0CFPJYX7P
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "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": "kindle"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"search_results": [{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Black", "asin": "B0CFPJYX7P", "price": "$159.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$279.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$449.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Cyber City", "asin": "B0CFPNV5KM", "price": "$179.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Kindle Paperwhite \u2013 (Previous Generation - 2018 Release) Waterproof with 2X The Storage \u2013 Ad-Supported (Used Condition)", "asin": "B09V8F3P91", "price": "$49.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BL5RZMLR", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": " Same-Day Delivery Today 5 PM - 10 PM"},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Amazon Fire Max 11 tablet (newest model) vivid 11\u201d display, all-in-one for streaming, reading, and gaming, 14-hour battery life, optional stylus and keyboard, 128 GB, Gray, without lockscreen ads", "asin": "B0B2SFTGQ6", "price": "$234.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Amazon Kindle Paperwhite (16 GB) \u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \u2013 Black", "asin": "B09TMN58KL", "price": "$149.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Like-New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha", "asin": "B0CP32KPTM", "price": "$98.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-11T18:58:38.042Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T00:55:40.828Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:43.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"2025-04-11T19:20:31.865Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-04-11T19:20:31.865Z", // 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>
|
2025-04-11T19:20:31.865Z
|
click
|
search
|
rule
|
2025-04-11T19:20:31.865Z
|
click
|
search
|
train
| 544 |
2025-04-11T19:20:31.865Z
|
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": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-04-11T19:20:31.865Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\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\": \"2025-04-23T01:03:30.223Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
<|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": "2025-04-23T01:03:30.223Z", // 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>
|
2025-04-23T01:03:30.223Z
|
click
|
search
|
rule
|
2025-04-23T01:03:30.223Z
|
click
|
search
|
train
| 545 |
2025-04-23T01:03:30.223Z
|
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": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
<|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": "2025-04-23T01:03:30.223Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"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\": \"dry paper dryer\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:03:40.093Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:03:30.223Z", "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": "dry paper dryer"}]
<|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": "2025-04-23T01:03:40.093Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-23T01:03:40.093Z
|
click
|
search
|
rule
|
2025-04-23T01:03:40.093Z
|
click
|
search
|
train
| 546 |
2025-04-23T01:03:40.093Z
|
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": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:03:30.223Z", "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": "dry paper dryer"}]
<|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": "2025-04-23T01:03:40.093Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"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\": \"dry paper dryer\"}],\n\"cart_items\": [{\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Black)\", \"asin\": \"B08DHP42MV\"},\n{\"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack for Storage (White)\", \"asin\": \"B07LBTFDFM\"},\n{\"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Silver Gray) for Storage\", \"asin\": \"B08DHDXH13\"}],\n\"search_results\": [{\"title\": \"MRS. MEYER'S CLEAN DAY Dryer Sheets, Lavender, 80 ct\", \"asin\": \"B00GDCZFOU\", \"price\": \"$8.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count\", \"asin\": \"B00C27Y7GW\", \"price\": \"$6.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"B003FULBQ4\", \"price\": \"$12.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Gain Original Dryer Sheets, 120 Count\", \"asin\": \"B002TXM00Y\", \"price\": \"$5.36\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Fresh Linen Scent, 240 Count\", \"asin\": \"B075MPR873\", \"price\": \"$8.24\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count\", \"asin\": \"B083C76GRS\", \"price\": \"$9.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Grab Green Wet Dryer Sheets, 96 Count, Fragrance Free, Plant Based, Softens Fabrics, Reduces Static Cling and Wrinkles\", \"asin\": \"B00KTI8T2Y\", \"price\": \"$8.93\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested\", \"asin\": \"B003CP14R8\", \"price\": \"$9.96\"},\n{\"title\": \"Gain Dryer Sheets Laundry Fabric Softener, Original Scent, 240 Count\", \"asin\": \"B00WE2GD4O\", \"price\": \"$9.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet\", \"asin\": \"B0B7CQKP5Z\", \"price\": \"$13.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Gain + Odor Defense Dryer Sheets, Super Fresh Blast Scent Fabric Softener Sheets, 240 ct\", \"asin\": \"B0B7CS47H6\", \"price\": \"$9.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)\", \"asin\": \"B092XYBBDX\", \"price\": \"$20.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Bounce Mega Dryer Sheets, Fresh Breeze, 130 Count (Packaging May Vary)\", \"asin\": \"B08MBHF26J\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets\", \"asin\": \"B0B7CTQMKM\", \"price\": \"$13.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"200 pack Parchment Paper For Harvest Right Freeze Dryer (L - Large)\", \"asin\": \"B0C26KYS5H\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Freeze Dryer Trays, 150 Sheets Freeze Dryer Medium Trays, Freeze Dryer Tray Liners For Freeze Dryer Trays To Dry Various Food Items (17.3in x 3.9in)\", \"asin\": \"B0D9BB1H26\", \"price\": \"$8.79\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"300 Pcs Freeze Dryer Tray Mats Compatible with Harvest Right Parchment Paper Trays Non Stick Freeze Dryer Accessories (Large 19.9 x 8.4\\\")\", \"asin\": \"B0DF74FBT9\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"500 Pcs Freeze Dryer Tray Mats Parchment Paper Sheets for Harvest Right Freeze Dryer Non Stick Freeze Dryer Accessories for Medium Trays(17\\\" x 6.8\\\")\", \"asin\": \"B0DN9ZG3GH\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Arm & Hammer Odor Blaster Sheets Fresh Burst 80ct\", \"asin\": \"B0C387M1SP\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Dryer Sheet Holder Dispenser clear color with Safe Lid for Laundry Room Organization & Home D\\u00e9cor- Rectangular Acrylic Storage Containers Premium Fabric Softener Box Dry Tissue Container\", \"asin\": \"B07RSXZVCT\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Snuggle Plus SuperFresh Fabric Softener Dryer Sheets with Static Control and Odor Eliminating Technology, Original, 200 Count\", \"asin\": \"B07F1M11KZ\", \"price\": \"$8.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Gain Dryer Sheets Laundry Fabric Softener, Moonlight Breeze, 240 Count\", \"asin\": \"B06XJCPYS5\", \"price\": \"$9.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Snuggle Fabric Softener Dryer Sheets, Blue Sparkle, 200 Count (Pack of 2)\", \"asin\": \"B0D14YJKM3\", \"price\": \"$13.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Green Glove Dryer for Hats, Gloves, Shoes & More (Eco Dryer White W/2 Extension Nozzles)\", \"asin\": \"B07J5PZS2W\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"300 PCS Freeze Dryer Tray Mats for Harvest Right Dryer - Freeze Dryer Parchment Paper Set for Medium Trays - Non-Stick Baking Mats One-Off Parchment Paper Harvest Right Accessories (13\\\" x 7\\\")\", \"asin\": \"B0D9D9KCKS\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Happy, 130 Count\", \"asin\": \"B0D6DYRFF7\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"300 Pack X- Large Parchment Paper for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper (300 Half Sized Sheets)\", \"asin\": \"B0CMXDG7SB\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct\", \"asin\": \"B0CY63TM3C\", \"price\": \"$12.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Freeze Dryer Parchment Paper, Custom fit for Medium HARVEST RIGHT Trays, 100% Natural Unbleached Wood Pulp, (17 1/4\\\" x 7\\\")\", \"asin\": \"B0BQ2195P2\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"365 by Whole Foods Market, Dryer Sheets Fabric Softener Unscented, 80 Count\", \"asin\": \"B07YD6VTBN\", \"price\": \"$5.99\", \"delivery\": \" FREE delivery Today 9 PM - 11 PM on orders over $50 Or FREE pickup\"},\n{\"title\": \"Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Relax, 130 Count\", \"asin\": \"B0D6FH1BGQ\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Set of 100 Rectangular Tray Mats for Harvest Right Freeze Dryer, 17\\\" x 6.8\\\", Disposable Parchment Paper, Easy to Use and Clean\", \"asin\": \"B0C2Y8N3N4\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Acrylic Tissue Box, Acrylic Dryer Sheet Holder for Laundry Room, Table Clear Dryer Sheet Dispenser Rectangular\", \"asin\": \"B0BN4BX5XG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ARM & HAMMER Fabric Softener Sheets, Mountain Rain 144ct\", \"asin\": \"B009UY0QJM\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Clorox Scentiva Fabric Softening Dryer Sheets | Fabric Sheets in Pacific Breeze & Coconut Scent | Laundry Dryer Sheets for Fresh & Clean Clothes | 105 Count\", \"asin\": \"B07TCCMJML\", \"price\": \"$7.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Suavitel Complete Fabric Softener Dryer Sheets, Field Flowers \\u2013 70 count\", \"asin\": \"B09FXJNHP7\", \"price\": \"$3.49\", \"delivery\": \" FREE delivery Today 9 PM - 11 PM on orders over $50\"},\n{\"title\": \"Acrylic Dryer Sheet Holder with Lid Minimalist Clear Dryer Sheets Dispenser Rectangular Tissue Box Cover for Laundry Room Bathroom Organization Storage Container\", \"asin\": \"B0C4YF7FXP\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon.\"},\n{\"title\": \"150 PCS Medium Freeze Dryer Paper Mats for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper\", \"asin\": \"B0C1NF3TNH\", \"price\": \"$16.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 17 left in stock - order soon.\"},\n{\"title\": \"Fabric Softener Dryer Sheets, Mountain Fresh, 200 Count\", \"asin\": \"B075JF74C4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Clorox Fraganzia Dryer Sheets in Lavender with Eucalyptus Scent, 80 Count | Wrinkle-Reducing Fabric Softener Sheets | Best Laundry Dryer Sheets with Long-Lasting Lavender with Eucalyptus Scent\", \"asin\": \"B0C42F1LC6\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 130 Count\", \"asin\": \"B0C8X1CD3C\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Purecosheet - Reusable Dryer Sheets | Cost effective (500+ loads), Chemical Free & Vegan Dryer Sheet | Safe For Infants & Allergy/Eczema Sufferers | Hypoallergenic | 2 Count\", \"asin\": \"B0851LY4TL\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Tray Mats Set for Harvest Right Freeze Dryer Medium Trays, Harvest Right Freeze Dryer Accessories, Freeze Dryer Parchment Paper Set, Food Grade Materials\\uff0c17.2\\u00d76.8 in (100PCS)\", \"asin\": \"B0CP88MT32\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Unscented Dryer Sheets | Reduce Static, Infused with Essential Oils, Biodegradable, Hypoallergenic, No Harsh Chemicals & Plastic-Free - Based in the USA\", \"asin\": \"B0CRQR2TWX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Automatic Hand Dryer for Commercial Bathrooms. High Speed Hot Air, Dry Hands in 7s. No Touch Operation with Infrared Sensor. Easy & Fast Installation. Low Noise 60 dB. 1 year warranty\", \"asin\": \"B07VQMCVYV\", \"price\": \"$111.95\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 1 left in stock - order soon.\"},\n{\"title\": \"Wash Dry Stickers for Washer and Dryer, Wash and Dry Vinyl Decal for Front Loading Washing Machine and Dryer, Laundry Room Decor, Several Sizes & Over 30 Colors\", \"asin\": \"B08VWB4NGL\", \"price\": \"$12.99\", \"delivery\": \"$4.99 delivery Apr 29 - May 2 Or fastest delivery Apr 28 - May 1\"},\n{\"title\": \"Pigeon Signature Dryer Sheets Laundry Fabric Softener, Green Apple Scent, Apple Bomb, Reduce Static Cling, Eliminate Strong Odor, infused with Flower Essence, Safe for all, 130 Counts\", \"asin\": \"B0CHM8FD1Y\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:04:34.600Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "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": "dry paper dryer"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"ads": [{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Black)", "asin": "B08DHP42MV"},
{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack for Storage (White)", "asin": "B07LBTFDFM"},
{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Silver Gray) for Storage", "asin": "B08DHDXH13"}],
"search_results": [{"title": "MRS. MEYER'S CLEAN DAY Dryer Sheets, Lavender, 80 ct", "asin": "B00GDCZFOU", "price": "$8.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count", "asin": "B00C27Y7GW", "price": "$6.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count", "asin": "B003FULBQ4", "price": "$12.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain Original Dryer Sheets, 120 Count", "asin": "B002TXM00Y", "price": "$5.36", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Fresh Linen Scent, 240 Count", "asin": "B075MPR873", "price": "$8.24", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count", "asin": "B083C76GRS", "price": "$9.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Grab Green Wet Dryer Sheets, 96 Count, Fragrance Free, Plant Based, Softens Fabrics, Reduces Static Cling and Wrinkles", "asin": "B00KTI8T2Y", "price": "$8.93", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested", "asin": "B003CP14R8", "price": "$9.96"},
{"title": "Gain Dryer Sheets Laundry Fabric Softener, Original Scent, 240 Count", "asin": "B00WE2GD4O", "price": "$9.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet", "asin": "B0B7CQKP5Z", "price": "$13.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain + Odor Defense Dryer Sheets, Super Fresh Blast Scent Fabric Softener Sheets, 240 ct", "asin": "B0B7CS47H6", "price": "$9.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)", "asin": "B092XYBBDX", "price": "$20.97", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Bounce Mega Dryer Sheets, Fresh Breeze, 130 Count (Packaging May Vary)", "asin": "B08MBHF26J", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets", "asin": "B0B7CTQMKM", "price": "$13.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "200 pack Parchment Paper For Harvest Right Freeze Dryer (L - Large)", "asin": "B0C26KYS5H", "price": "$26.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Freeze Dryer Trays, 150 Sheets Freeze Dryer Medium Trays, Freeze Dryer Tray Liners For Freeze Dryer Trays To Dry Various Food Items (17.3in x 3.9in)", "asin": "B0D9BB1H26", "price": "$8.79", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "300 Pcs Freeze Dryer Tray Mats Compatible with Harvest Right Parchment Paper Trays Non Stick Freeze Dryer Accessories (Large 19.9 x 8.4\")", "asin": "B0DF74FBT9", "price": "$23.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "500 Pcs Freeze Dryer Tray Mats Parchment Paper Sheets for Harvest Right Freeze Dryer Non Stick Freeze Dryer Accessories for Medium Trays(17\" x 6.8\")", "asin": "B0DN9ZG3GH", "price": "$26.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Arm & Hammer Odor Blaster Sheets Fresh Burst 80ct", "asin": "B0C387M1SP", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Dryer Sheet Holder Dispenser clear color with Safe Lid for Laundry Room Organization & Home D\u00e9cor- Rectangular Acrylic Storage Containers Premium Fabric Softener Box Dry Tissue Container", "asin": "B07RSXZVCT", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Snuggle Plus SuperFresh Fabric Softener Dryer Sheets with Static Control and Odor Eliminating Technology, Original, 200 Count", "asin": "B07F1M11KZ", "price": "$8.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain Dryer Sheets Laundry Fabric Softener, Moonlight Breeze, 240 Count", "asin": "B06XJCPYS5", "price": "$9.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Snuggle Fabric Softener Dryer Sheets, Blue Sparkle, 200 Count (Pack of 2)", "asin": "B0D14YJKM3", "price": "$13.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Green Glove Dryer for Hats, Gloves, Shoes & More (Eco Dryer White W/2 Extension Nozzles)", "asin": "B07J5PZS2W", "price": "$31.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "300 PCS Freeze Dryer Tray Mats for Harvest Right Dryer - Freeze Dryer Parchment Paper Set for Medium Trays - Non-Stick Baking Mats One-Off Parchment Paper Harvest Right Accessories (13\" x 7\")", "asin": "B0D9D9KCKS", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Happy, 130 Count", "asin": "B0D6DYRFF7", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "300 Pack X- Large Parchment Paper for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper (300 Half Sized Sheets)", "asin": "B0CMXDG7SB", "price": "$24.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct", "asin": "B0CY63TM3C", "price": "$12.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Freeze Dryer Parchment Paper, Custom fit for Medium HARVEST RIGHT Trays, 100% Natural Unbleached Wood Pulp, (17 1/4\" x 7\")", "asin": "B0BQ2195P2", "price": "$16.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "365 by Whole Foods Market, Dryer Sheets Fabric Softener Unscented, 80 Count", "asin": "B07YD6VTBN", "price": "$5.99", "delivery": " FREE delivery Today 9 PM - 11 PM on orders over $50 Or FREE pickup"},
{"title": "Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Relax, 130 Count", "asin": "B0D6FH1BGQ", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Set of 100 Rectangular Tray Mats for Harvest Right Freeze Dryer, 17\" x 6.8\", Disposable Parchment Paper, Easy to Use and Clean", "asin": "B0C2Y8N3N4", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Acrylic Tissue Box, Acrylic Dryer Sheet Holder for Laundry Room, Table Clear Dryer Sheet Dispenser Rectangular", "asin": "B0BN4BX5XG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "ARM & HAMMER Fabric Softener Sheets, Mountain Rain 144ct", "asin": "B009UY0QJM", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Clorox Scentiva Fabric Softening Dryer Sheets | Fabric Sheets in Pacific Breeze & Coconut Scent | Laundry Dryer Sheets for Fresh & Clean Clothes | 105 Count", "asin": "B07TCCMJML", "price": "$7.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Suavitel Complete Fabric Softener Dryer Sheets, Field Flowers \u2013 70 count", "asin": "B09FXJNHP7", "price": "$3.49", "delivery": " FREE delivery Today 9 PM - 11 PM on orders over $50"},
{"title": "Acrylic Dryer Sheet Holder with Lid Minimalist Clear Dryer Sheets Dispenser Rectangular Tissue Box Cover for Laundry Room Bathroom Organization Storage Container", "asin": "B0C4YF7FXP", "price": "$10.99", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon."},
{"title": "150 PCS Medium Freeze Dryer Paper Mats for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper", "asin": "B0C1NF3TNH", "price": "$16.89", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 17 left in stock - order soon."},
{"title": "Fabric Softener Dryer Sheets, Mountain Fresh, 200 Count", "asin": "B075JF74C4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Clorox Fraganzia Dryer Sheets in Lavender with Eucalyptus Scent, 80 Count | Wrinkle-Reducing Fabric Softener Sheets | Best Laundry Dryer Sheets with Long-Lasting Lavender with Eucalyptus Scent", "asin": "B0C42F1LC6", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 130 Count", "asin": "B0C8X1CD3C", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Purecosheet - Reusable Dryer Sheets | Cost effective (500+ loads), Chemical Free & Vegan Dryer Sheet | Safe For Infants & Allergy/Eczema Sufferers | Hypoallergenic | 2 Count", "asin": "B0851LY4TL", "price": "$16.95", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Tray Mats Set for Harvest Right Freeze Dryer Medium Trays, Harvest Right Freeze Dryer Accessories, Freeze Dryer Parchment Paper Set, Food Grade Materials\uff0c17.2\u00d76.8 in (100PCS)", "asin": "B0CP88MT32", "price": "$9.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Unscented Dryer Sheets | Reduce Static, Infused with Essential Oils, Biodegradable, Hypoallergenic, No Harsh Chemicals & Plastic-Free - Based in the USA", "asin": "B0CRQR2TWX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Automatic Hand Dryer for Commercial Bathrooms. High Speed Hot Air, Dry Hands in 7s. No Touch Operation with Infrared Sensor. Easy & Fast Installation. Low Noise 60 dB. 1 year warranty", "asin": "B07VQMCVYV", "price": "$111.95", "delivery": "FREE delivery Fri, Apr 25 Only 1 left in stock - order soon."},
{"title": "Wash Dry Stickers for Washer and Dryer, Wash and Dry Vinyl Decal for Front Loading Washing Machine and Dryer, Laundry Room Decor, Several Sizes & Over 30 Colors", "asin": "B08VWB4NGL", "price": "$12.99", "delivery": "$4.99 delivery Apr 29 - May 2 Or fastest delivery Apr 28 - May 1"},
{"title": "Pigeon Signature Dryer Sheets Laundry Fabric Softener, Green Apple Scent, Apple Bomb, Reduce Static Cling, Eliminate Strong Odor, infused with Flower Essence, Safe for all, 130 Counts", "asin": "B0CHM8FD1Y", "price": "$14.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:04:34.600Z", // 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>
|
2025-04-23T01:04:34.600Z
|
click_product
|
B083C76GRS
|
rule
|
2025-04-23T01:04:34.600Z
|
click_product
|
B083C76GRS
|
train
| 547 |
2025-04-23T01:04:34.600Z
|
click_product
|
B083C76GRS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "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": "dry paper dryer"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"ads": [{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Black)", "asin": "B08DHP42MV"},
{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack for Storage (White)", "asin": "B07LBTFDFM"},
{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Silver Gray) for Storage", "asin": "B08DHDXH13"}],
"search_results": [{"title": "MRS. MEYER'S CLEAN DAY Dryer Sheets, Lavender, 80 ct", "asin": "B00GDCZFOU", "price": "$8.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count", "asin": "B00C27Y7GW", "price": "$6.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count", "asin": "B003FULBQ4", "price": "$12.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain Original Dryer Sheets, 120 Count", "asin": "B002TXM00Y", "price": "$5.36", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Fresh Linen Scent, 240 Count", "asin": "B075MPR873", "price": "$8.24", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count", "asin": "B083C76GRS", "price": "$9.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Grab Green Wet Dryer Sheets, 96 Count, Fragrance Free, Plant Based, Softens Fabrics, Reduces Static Cling and Wrinkles", "asin": "B00KTI8T2Y", "price": "$8.93", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested", "asin": "B003CP14R8", "price": "$9.96"},
{"title": "Gain Dryer Sheets Laundry Fabric Softener, Original Scent, 240 Count", "asin": "B00WE2GD4O", "price": "$9.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet", "asin": "B0B7CQKP5Z", "price": "$13.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain + Odor Defense Dryer Sheets, Super Fresh Blast Scent Fabric Softener Sheets, 240 ct", "asin": "B0B7CS47H6", "price": "$9.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)", "asin": "B092XYBBDX", "price": "$20.97", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Bounce Mega Dryer Sheets, Fresh Breeze, 130 Count (Packaging May Vary)", "asin": "B08MBHF26J", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets", "asin": "B0B7CTQMKM", "price": "$13.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "200 pack Parchment Paper For Harvest Right Freeze Dryer (L - Large)", "asin": "B0C26KYS5H", "price": "$26.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Freeze Dryer Trays, 150 Sheets Freeze Dryer Medium Trays, Freeze Dryer Tray Liners For Freeze Dryer Trays To Dry Various Food Items (17.3in x 3.9in)", "asin": "B0D9BB1H26", "price": "$8.79", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "300 Pcs Freeze Dryer Tray Mats Compatible with Harvest Right Parchment Paper Trays Non Stick Freeze Dryer Accessories (Large 19.9 x 8.4\")", "asin": "B0DF74FBT9", "price": "$23.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "500 Pcs Freeze Dryer Tray Mats Parchment Paper Sheets for Harvest Right Freeze Dryer Non Stick Freeze Dryer Accessories for Medium Trays(17\" x 6.8\")", "asin": "B0DN9ZG3GH", "price": "$26.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Arm & Hammer Odor Blaster Sheets Fresh Burst 80ct", "asin": "B0C387M1SP", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Dryer Sheet Holder Dispenser clear color with Safe Lid for Laundry Room Organization & Home D\u00e9cor- Rectangular Acrylic Storage Containers Premium Fabric Softener Box Dry Tissue Container", "asin": "B07RSXZVCT", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Snuggle Plus SuperFresh Fabric Softener Dryer Sheets with Static Control and Odor Eliminating Technology, Original, 200 Count", "asin": "B07F1M11KZ", "price": "$8.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain Dryer Sheets Laundry Fabric Softener, Moonlight Breeze, 240 Count", "asin": "B06XJCPYS5", "price": "$9.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Snuggle Fabric Softener Dryer Sheets, Blue Sparkle, 200 Count (Pack of 2)", "asin": "B0D14YJKM3", "price": "$13.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Green Glove Dryer for Hats, Gloves, Shoes & More (Eco Dryer White W/2 Extension Nozzles)", "asin": "B07J5PZS2W", "price": "$31.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "300 PCS Freeze Dryer Tray Mats for Harvest Right Dryer - Freeze Dryer Parchment Paper Set for Medium Trays - Non-Stick Baking Mats One-Off Parchment Paper Harvest Right Accessories (13\" x 7\")", "asin": "B0D9D9KCKS", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Happy, 130 Count", "asin": "B0D6DYRFF7", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "300 Pack X- Large Parchment Paper for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper (300 Half Sized Sheets)", "asin": "B0CMXDG7SB", "price": "$24.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct", "asin": "B0CY63TM3C", "price": "$12.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Freeze Dryer Parchment Paper, Custom fit for Medium HARVEST RIGHT Trays, 100% Natural Unbleached Wood Pulp, (17 1/4\" x 7\")", "asin": "B0BQ2195P2", "price": "$16.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "365 by Whole Foods Market, Dryer Sheets Fabric Softener Unscented, 80 Count", "asin": "B07YD6VTBN", "price": "$5.99", "delivery": " FREE delivery Today 9 PM - 11 PM on orders over $50 Or FREE pickup"},
{"title": "Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Relax, 130 Count", "asin": "B0D6FH1BGQ", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Set of 100 Rectangular Tray Mats for Harvest Right Freeze Dryer, 17\" x 6.8\", Disposable Parchment Paper, Easy to Use and Clean", "asin": "B0C2Y8N3N4", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Acrylic Tissue Box, Acrylic Dryer Sheet Holder for Laundry Room, Table Clear Dryer Sheet Dispenser Rectangular", "asin": "B0BN4BX5XG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "ARM & HAMMER Fabric Softener Sheets, Mountain Rain 144ct", "asin": "B009UY0QJM", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Clorox Scentiva Fabric Softening Dryer Sheets | Fabric Sheets in Pacific Breeze & Coconut Scent | Laundry Dryer Sheets for Fresh & Clean Clothes | 105 Count", "asin": "B07TCCMJML", "price": "$7.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Suavitel Complete Fabric Softener Dryer Sheets, Field Flowers \u2013 70 count", "asin": "B09FXJNHP7", "price": "$3.49", "delivery": " FREE delivery Today 9 PM - 11 PM on orders over $50"},
{"title": "Acrylic Dryer Sheet Holder with Lid Minimalist Clear Dryer Sheets Dispenser Rectangular Tissue Box Cover for Laundry Room Bathroom Organization Storage Container", "asin": "B0C4YF7FXP", "price": "$10.99", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon."},
{"title": "150 PCS Medium Freeze Dryer Paper Mats for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper", "asin": "B0C1NF3TNH", "price": "$16.89", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 17 left in stock - order soon."},
{"title": "Fabric Softener Dryer Sheets, Mountain Fresh, 200 Count", "asin": "B075JF74C4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Clorox Fraganzia Dryer Sheets in Lavender with Eucalyptus Scent, 80 Count | Wrinkle-Reducing Fabric Softener Sheets | Best Laundry Dryer Sheets with Long-Lasting Lavender with Eucalyptus Scent", "asin": "B0C42F1LC6", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 130 Count", "asin": "B0C8X1CD3C", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Purecosheet - Reusable Dryer Sheets | Cost effective (500+ loads), Chemical Free & Vegan Dryer Sheet | Safe For Infants & Allergy/Eczema Sufferers | Hypoallergenic | 2 Count", "asin": "B0851LY4TL", "price": "$16.95", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Tray Mats Set for Harvest Right Freeze Dryer Medium Trays, Harvest Right Freeze Dryer Accessories, Freeze Dryer Parchment Paper Set, Food Grade Materials\uff0c17.2\u00d76.8 in (100PCS)", "asin": "B0CP88MT32", "price": "$9.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Unscented Dryer Sheets | Reduce Static, Infused with Essential Oils, Biodegradable, Hypoallergenic, No Harsh Chemicals & Plastic-Free - Based in the USA", "asin": "B0CRQR2TWX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Automatic Hand Dryer for Commercial Bathrooms. High Speed Hot Air, Dry Hands in 7s. No Touch Operation with Infrared Sensor. Easy & Fast Installation. Low Noise 60 dB. 1 year warranty", "asin": "B07VQMCVYV", "price": "$111.95", "delivery": "FREE delivery Fri, Apr 25 Only 1 left in stock - order soon."},
{"title": "Wash Dry Stickers for Washer and Dryer, Wash and Dry Vinyl Decal for Front Loading Washing Machine and Dryer, Laundry Room Decor, Several Sizes & Over 30 Colors", "asin": "B08VWB4NGL", "price": "$12.99", "delivery": "$4.99 delivery Apr 29 - May 2 Or fastest delivery Apr 28 - May 1"},
{"title": "Pigeon Signature Dryer Sheets Laundry Fabric Softener, Green Apple Scent, Apple Bomb, Reduce Static Cling, Eliminate Strong Odor, infused with Flower Essence, Safe for all, 130 Counts", "asin": "B0CHM8FD1Y", "price": "$14.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:04:34.600Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"dry paper dryer\"}],\n\"cart_items\": [{\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B083C76GRS\"},\n{\"title\": \"Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count\"},\n{\"price\": \"$9.83\"},\n{\"bullet_list\": \"Keep your laundry extra soft and static-free with Downy fabric softener dryer sheets The crisp scent of cool cotton smells like a clean, refreshing breeze Fabric softener sheets fight static and soften fabrics with a light air of freshness Safe for all fabrics and dryers: simply toss, dry, and enjoy Pair with Downy Cool cotton liquid fabric softener for a fresher laundry routine\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"240 Count (Pack of 1)\"},\n{\"Scent\": \"Cool Cotton\"}],\n\"promotion_items\": [{\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)\", \"asin\": \"B092XYBBDX\", \"price\": \"$20.97\", \"quantity\": \"\"},\n{\"title\": \"Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested\", \"asin\": \"B003CP14R8\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count\", \"asin\": \"B0CB97R25C\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Earth Breeze Laundry Detergent Sheets Fresh Scent - 60 Loads Eco Liquidless Soap - Travel-Friendly for Hot & Cold Cycles, Tackles Tough Stains & Odors - Gentle on Skin, 30 Ct\", \"asin\": \"B08GF7YGCD\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count\", \"asin\": \"B0CWYKWC7J\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"The Clean People Fabric Softener Sheets - Dryer Sheets - Softens & Removes Static Cling - Vegan Laundry Softener, Essential Oils - Lavender 240 Pack\", \"asin\": \"B0DKQK3QL1\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count\", \"asin\": \"B0CWYKWC7J\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet\", \"asin\": \"B0B7CQKP5Z\", \"price\": \"$13.80\", \"quantity\": \"\"},\n{\"title\": \"Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets\", \"asin\": \"B0B7CTQMKM\", \"price\": \"$13.83\", \"quantity\": \"\"},\n{\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\", \"quantity\": \"\"},\n{\"title\": \"Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested\", \"asin\": \"B003CP14R8\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count\", \"asin\": \"B0CB97R25C\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)\", \"asin\": \"B092XYBBDX\", \"price\": \"$20.97\", \"quantity\": \"\"},\n{\"title\": \"Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 24 oz\", \"asin\": \"B0CCGKY4MP\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Tide PODS laundry detergent pacs, 3-in-1 Stain Remover, Odor Fighter, Color Protector, 76 Count, HE compatible, Spring Meadow Scent\", \"asin\": \"B0BJMNHLXZ\", \"price\": \"$19.94\", \"quantity\": \"\"},\n{\"title\": \"Downy Fabric Softener Liquid, Cool Cotton Scent, 111 fl oz, 150 Loads\", \"asin\": \"B0CCK3QYSH\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Tide PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent\", \"asin\": \"B0BTKKJLLS\", \"price\": \"$27.24\", \"quantity\": \"\"},\n{\"title\": \"Downy Fabric Softener Liquid, Cool Cotton Scent, 140 fl oz, 190 Loads, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0C8X2Z37V\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 18.2 oz\", \"asin\": \"B0CCK34GLH\", \"price\": \"$15.84\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count\", \"asin\": \"B083C76GRS\", \"price\": \"$9.83\"},\n{\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\"},\n{\"title\": \"Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 180 Count\", \"asin\": \"B0C8X76GWZ\", \"price\": \"$23.49\"},\n{\"title\": \"Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct\", \"asin\": \"B0CY63TM3C\", \"price\": \"$12.29\"},\n{\"title\": \"Arm & Hammer Fabric Softener Sheets, Purifying Waters, 200 ct\", \"asin\": \"B01M4PLF4H\", \"price\": \"$12.99\"},\n{\"title\": \"Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0B83T9H8C\", \"price\": \"$12.97\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:05:19.119Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "dry paper dryer"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": "B083C76GRS"},
{"title": "Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count"},
{"price": "$9.83"},
{"bullet_list": "Keep your laundry extra soft and static-free with Downy fabric softener dryer sheets The crisp scent of cool cotton smells like a clean, refreshing breeze Fabric softener sheets fight static and soften fabrics with a light air of freshness Safe for all fabrics and dryers: simply toss, dry, and enjoy Pair with Downy Cool cotton liquid fabric softener for a fresher laundry routine"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "240 Count (Pack of 1)"},
{"Scent": "Cool Cotton"}],
"promotion_items": [{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83", "quantity": ""},
{"title": "Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)", "asin": "B092XYBBDX", "price": "$20.97", "quantity": ""},
{"title": "Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested", "asin": "B003CP14R8", "price": "$9.96", "quantity": ""},
{"title": "all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count", "asin": "B0CB97R25C", "price": "$8.49", "quantity": ""},
{"title": "Earth Breeze Laundry Detergent Sheets Fresh Scent - 60 Loads Eco Liquidless Soap - Travel-Friendly for Hot & Cold Cycles, Tackles Tough Stains & Odors - Gentle on Skin, 30 Ct", "asin": "B08GF7YGCD", "price": "$13.99", "quantity": ""},
{"title": "Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count", "asin": "B0CWYKWC7J", "price": "$25.00", "quantity": ""},
{"title": "The Clean People Fabric Softener Sheets - Dryer Sheets - Softens & Removes Static Cling - Vegan Laundry Softener, Essential Oils - Lavender 240 Pack", "asin": "B0DKQK3QL1", "price": "$26.99", "quantity": ""},
{"title": "Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count", "asin": "B0CWYKWC7J", "price": "$25.00", "quantity": ""},
{"title": "Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet", "asin": "B0B7CQKP5Z", "price": "$13.80", "quantity": ""},
{"title": "Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets", "asin": "B0B7CTQMKM", "price": "$13.83", "quantity": ""},
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83", "quantity": ""},
{"title": "Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested", "asin": "B003CP14R8", "price": "$9.96", "quantity": ""},
{"title": "all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count", "asin": "B0CB97R25C", "price": "$8.49", "quantity": ""},
{"title": "Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)", "asin": "B092XYBBDX", "price": "$20.97", "quantity": ""},
{"title": "Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 24 oz", "asin": "B0CCGKY4MP", "price": "$15.99", "quantity": ""},
{"title": "Tide PODS laundry detergent pacs, 3-in-1 Stain Remover, Odor Fighter, Color Protector, 76 Count, HE compatible, Spring Meadow Scent", "asin": "B0BJMNHLXZ", "price": "$19.94", "quantity": ""},
{"title": "Downy Fabric Softener Liquid, Cool Cotton Scent, 111 fl oz, 150 Loads", "asin": "B0CCK3QYSH", "price": "$10.97", "quantity": ""},
{"title": "Tide PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent", "asin": "B0BTKKJLLS", "price": "$27.24", "quantity": ""},
{"title": "Downy Fabric Softener Liquid, Cool Cotton Scent, 140 fl oz, 190 Loads, Downy Fabric Softener, Liquid Fabric Softener", "asin": "B0C8X2Z37V", "price": "$12.97", "quantity": ""},
{"title": "Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 18.2 oz", "asin": "B0CCK34GLH", "price": "$15.84", "quantity": ""}],
"comparison_items": [{"title": "Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count", "asin": "B083C76GRS", "price": "$9.83"},
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83"},
{"title": "Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 180 Count", "asin": "B0C8X76GWZ", "price": "$23.49"},
{"title": "Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct", "asin": "B0CY63TM3C", "price": "$12.29"},
{"title": "Arm & Hammer Fabric Softener Sheets, Purifying Waters, 200 ct", "asin": "B01M4PLF4H", "price": "$12.99"},
{"title": "Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener", "asin": "B0B83T9H8C", "price": "$12.97"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:05:19.119Z", // 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>
|
2025-04-23T01:05:19.119Z
|
purchase
|
B083C76GRS
|
rule
|
2025-04-23T01:05:19.119Z
|
purchase
|
B083C76GRS
|
train
| 548 |
2025-04-23T01:05:19.119Z
|
purchase
|
B083C76GRS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "dry paper dryer"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": "B083C76GRS"},
{"title": "Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count"},
{"price": "$9.83"},
{"bullet_list": "Keep your laundry extra soft and static-free with Downy fabric softener dryer sheets The crisp scent of cool cotton smells like a clean, refreshing breeze Fabric softener sheets fight static and soften fabrics with a light air of freshness Safe for all fabrics and dryers: simply toss, dry, and enjoy Pair with Downy Cool cotton liquid fabric softener for a fresher laundry routine"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "240 Count (Pack of 1)"},
{"Scent": "Cool Cotton"}],
"promotion_items": [{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83", "quantity": ""},
{"title": "Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)", "asin": "B092XYBBDX", "price": "$20.97", "quantity": ""},
{"title": "Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested", "asin": "B003CP14R8", "price": "$9.96", "quantity": ""},
{"title": "all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count", "asin": "B0CB97R25C", "price": "$8.49", "quantity": ""},
{"title": "Earth Breeze Laundry Detergent Sheets Fresh Scent - 60 Loads Eco Liquidless Soap - Travel-Friendly for Hot & Cold Cycles, Tackles Tough Stains & Odors - Gentle on Skin, 30 Ct", "asin": "B08GF7YGCD", "price": "$13.99", "quantity": ""},
{"title": "Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count", "asin": "B0CWYKWC7J", "price": "$25.00", "quantity": ""},
{"title": "The Clean People Fabric Softener Sheets - Dryer Sheets - Softens & Removes Static Cling - Vegan Laundry Softener, Essential Oils - Lavender 240 Pack", "asin": "B0DKQK3QL1", "price": "$26.99", "quantity": ""},
{"title": "Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count", "asin": "B0CWYKWC7J", "price": "$25.00", "quantity": ""},
{"title": "Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet", "asin": "B0B7CQKP5Z", "price": "$13.80", "quantity": ""},
{"title": "Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets", "asin": "B0B7CTQMKM", "price": "$13.83", "quantity": ""},
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83", "quantity": ""},
{"title": "Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested", "asin": "B003CP14R8", "price": "$9.96", "quantity": ""},
{"title": "all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count", "asin": "B0CB97R25C", "price": "$8.49", "quantity": ""},
{"title": "Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)", "asin": "B092XYBBDX", "price": "$20.97", "quantity": ""},
{"title": "Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 24 oz", "asin": "B0CCGKY4MP", "price": "$15.99", "quantity": ""},
{"title": "Tide PODS laundry detergent pacs, 3-in-1 Stain Remover, Odor Fighter, Color Protector, 76 Count, HE compatible, Spring Meadow Scent", "asin": "B0BJMNHLXZ", "price": "$19.94", "quantity": ""},
{"title": "Downy Fabric Softener Liquid, Cool Cotton Scent, 111 fl oz, 150 Loads", "asin": "B0CCK3QYSH", "price": "$10.97", "quantity": ""},
{"title": "Tide PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent", "asin": "B0BTKKJLLS", "price": "$27.24", "quantity": ""},
{"title": "Downy Fabric Softener Liquid, Cool Cotton Scent, 140 fl oz, 190 Loads, Downy Fabric Softener, Liquid Fabric Softener", "asin": "B0C8X2Z37V", "price": "$12.97", "quantity": ""},
{"title": "Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 18.2 oz", "asin": "B0CCK34GLH", "price": "$15.84", "quantity": ""}],
"comparison_items": [{"title": "Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count", "asin": "B083C76GRS", "price": "$9.83"},
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83"},
{"title": "Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 180 Count", "asin": "B0C8X76GWZ", "price": "$23.49"},
{"title": "Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct", "asin": "B0CY63TM3C", "price": "$12.29"},
{"title": "Arm & Hammer Fabric Softener Sheets, Purifying Waters, 200 ct", "asin": "B01M4PLF4H", "price": "$12.99"},
{"title": "Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener", "asin": "B0B83T9H8C", "price": "$12.97"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:05:19.119Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"dry paper dryer\"}],\n\"cart_items\": [{\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Black)\", \"asin\": \"B08DHP42MV\"},\n{\"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack for Storage (White)\", \"asin\": \"B07LBTFDFM\"},\n{\"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Silver Gray) for Storage\", \"asin\": \"B08DHDXH13\"}],\n\"search_results\": [{\"title\": \"MRS. MEYER'S CLEAN DAY Dryer Sheets, Lavender, 80 ct\", \"asin\": \"B00GDCZFOU\", \"price\": \"$8.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count\", \"asin\": \"B00C27Y7GW\", \"price\": \"$6.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"B003FULBQ4\", \"price\": \"$12.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Gain Original Dryer Sheets, 120 Count\", \"asin\": \"B002TXM00Y\", \"price\": \"$5.36\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Fresh Linen Scent, 240 Count\", \"asin\": \"B075MPR873\", \"price\": \"$8.24\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count\", \"asin\": \"B083C76GRS\", \"price\": \"$9.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Grab Green Wet Dryer Sheets, 96 Count, Fragrance Free, Plant Based, Softens Fabrics, Reduces Static Cling and Wrinkles\", \"asin\": \"B00KTI8T2Y\", \"price\": \"$8.93\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested\", \"asin\": \"B003CP14R8\", \"price\": \"$9.96\"},\n{\"title\": \"Gain Dryer Sheets Laundry Fabric Softener, Original Scent, 240 Count\", \"asin\": \"B00WE2GD4O\", \"price\": \"$9.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet\", \"asin\": \"B0B7CQKP5Z\", \"price\": \"$13.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Gain + Odor Defense Dryer Sheets, Super Fresh Blast Scent Fabric Softener Sheets, 240 ct\", \"asin\": \"B0B7CS47H6\", \"price\": \"$9.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)\", \"asin\": \"B092XYBBDX\", \"price\": \"$20.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Bounce Mega Dryer Sheets, Fresh Breeze, 130 Count (Packaging May Vary)\", \"asin\": \"B08MBHF26J\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets\", \"asin\": \"B0B7CTQMKM\", \"price\": \"$13.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"200 pack Parchment Paper For Harvest Right Freeze Dryer (L - Large)\", \"asin\": \"B0C26KYS5H\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Freeze Dryer Trays, 150 Sheets Freeze Dryer Medium Trays, Freeze Dryer Tray Liners For Freeze Dryer Trays To Dry Various Food Items (17.3in x 3.9in)\", \"asin\": \"B0D9BB1H26\", \"price\": \"$8.79\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"300 Pcs Freeze Dryer Tray Mats Compatible with Harvest Right Parchment Paper Trays Non Stick Freeze Dryer Accessories (Large 19.9 x 8.4\\\")\", \"asin\": \"B0DF74FBT9\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"500 Pcs Freeze Dryer Tray Mats Parchment Paper Sheets for Harvest Right Freeze Dryer Non Stick Freeze Dryer Accessories for Medium Trays(17\\\" x 6.8\\\")\", \"asin\": \"B0DN9ZG3GH\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Arm & Hammer Odor Blaster Sheets Fresh Burst 80ct\", \"asin\": \"B0C387M1SP\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Dryer Sheet Holder Dispenser clear color with Safe Lid for Laundry Room Organization & Home D\\u00e9cor- Rectangular Acrylic Storage Containers Premium Fabric Softener Box Dry Tissue Container\", \"asin\": \"B07RSXZVCT\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Snuggle Plus SuperFresh Fabric Softener Dryer Sheets with Static Control and Odor Eliminating Technology, Original, 200 Count\", \"asin\": \"B07F1M11KZ\", \"price\": \"$8.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Gain Dryer Sheets Laundry Fabric Softener, Moonlight Breeze, 240 Count\", \"asin\": \"B06XJCPYS5\", \"price\": \"$9.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Snuggle Fabric Softener Dryer Sheets, Blue Sparkle, 200 Count (Pack of 2)\", \"asin\": \"B0D14YJKM3\", \"price\": \"$13.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Green Glove Dryer for Hats, Gloves, Shoes & More (Eco Dryer White W/2 Extension Nozzles)\", \"asin\": \"B07J5PZS2W\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"300 PCS Freeze Dryer Tray Mats for Harvest Right Dryer - Freeze Dryer Parchment Paper Set for Medium Trays - Non-Stick Baking Mats One-Off Parchment Paper Harvest Right Accessories (13\\\" x 7\\\")\", \"asin\": \"B0D9D9KCKS\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Happy, 130 Count\", \"asin\": \"B0D6DYRFF7\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"300 Pack X- Large Parchment Paper for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper (300 Half Sized Sheets)\", \"asin\": \"B0CMXDG7SB\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct\", \"asin\": \"B0CY63TM3C\", \"price\": \"$12.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Freeze Dryer Parchment Paper, Custom fit for Medium HARVEST RIGHT Trays, 100% Natural Unbleached Wood Pulp, (17 1/4\\\" x 7\\\")\", \"asin\": \"B0BQ2195P2\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"365 by Whole Foods Market, Dryer Sheets Fabric Softener Unscented, 80 Count\", \"asin\": \"B07YD6VTBN\", \"price\": \"$5.99\", \"delivery\": \" FREE delivery Today 9 PM - 11 PM on orders over $50 Or FREE pickup\"},\n{\"title\": \"Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Relax, 130 Count\", \"asin\": \"B0D6FH1BGQ\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Set of 100 Rectangular Tray Mats for Harvest Right Freeze Dryer, 17\\\" x 6.8\\\", Disposable Parchment Paper, Easy to Use and Clean\", \"asin\": \"B0C2Y8N3N4\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Acrylic Tissue Box, Acrylic Dryer Sheet Holder for Laundry Room, Table Clear Dryer Sheet Dispenser Rectangular\", \"asin\": \"B0BN4BX5XG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ARM & HAMMER Fabric Softener Sheets, Mountain Rain 144ct\", \"asin\": \"B009UY0QJM\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Clorox Scentiva Fabric Softening Dryer Sheets | Fabric Sheets in Pacific Breeze & Coconut Scent | Laundry Dryer Sheets for Fresh & Clean Clothes | 105 Count\", \"asin\": \"B07TCCMJML\", \"price\": \"$7.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Suavitel Complete Fabric Softener Dryer Sheets, Field Flowers \\u2013 70 count\", \"asin\": \"B09FXJNHP7\", \"price\": \"$3.49\", \"delivery\": \" FREE delivery Today 9 PM - 11 PM on orders over $50\"},\n{\"title\": \"Acrylic Dryer Sheet Holder with Lid Minimalist Clear Dryer Sheets Dispenser Rectangular Tissue Box Cover for Laundry Room Bathroom Organization Storage Container\", \"asin\": \"B0C4YF7FXP\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon.\"},\n{\"title\": \"150 PCS Medium Freeze Dryer Paper Mats for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper\", \"asin\": \"B0C1NF3TNH\", \"price\": \"$16.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 17 left in stock - order soon.\"},\n{\"title\": \"Fabric Softener Dryer Sheets, Mountain Fresh, 200 Count\", \"asin\": \"B075JF74C4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Clorox Fraganzia Dryer Sheets in Lavender with Eucalyptus Scent, 80 Count | Wrinkle-Reducing Fabric Softener Sheets | Best Laundry Dryer Sheets with Long-Lasting Lavender with Eucalyptus Scent\", \"asin\": \"B0C42F1LC6\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 130 Count\", \"asin\": \"B0C8X1CD3C\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Purecosheet - Reusable Dryer Sheets | Cost effective (500+ loads), Chemical Free & Vegan Dryer Sheet | Safe For Infants & Allergy/Eczema Sufferers | Hypoallergenic | 2 Count\", \"asin\": \"B0851LY4TL\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Tray Mats Set for Harvest Right Freeze Dryer Medium Trays, Harvest Right Freeze Dryer Accessories, Freeze Dryer Parchment Paper Set, Food Grade Materials\\uff0c17.2\\u00d76.8 in (100PCS)\", \"asin\": \"B0CP88MT32\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Unscented Dryer Sheets | Reduce Static, Infused with Essential Oils, Biodegradable, Hypoallergenic, No Harsh Chemicals & Plastic-Free - Based in the USA\", \"asin\": \"B0CRQR2TWX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Automatic Hand Dryer for Commercial Bathrooms. High Speed Hot Air, Dry Hands in 7s. No Touch Operation with Infrared Sensor. Easy & Fast Installation. Low Noise 60 dB. 1 year warranty\", \"asin\": \"B07VQMCVYV\", \"price\": \"$111.95\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 1 left in stock - order soon.\"},\n{\"title\": \"Wash Dry Stickers for Washer and Dryer, Wash and Dry Vinyl Decal for Front Loading Washing Machine and Dryer, Laundry Room Decor, Several Sizes & Over 30 Colors\", \"asin\": \"B08VWB4NGL\", \"price\": \"$12.99\", \"delivery\": \"$4.99 delivery Apr 29 - May 2 Or fastest delivery Apr 28 - May 1\"},\n{\"title\": \"Pigeon Signature Dryer Sheets Laundry Fabric Softener, Green Apple Scent, Apple Bomb, Reduce Static Cling, Eliminate Strong Odor, infused with Flower Essence, Safe for all, 130 Counts\", \"asin\": \"B0CHM8FD1Y\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:06:16.989Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "dry paper dryer"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"ads": [{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Black)", "asin": "B08DHP42MV"},
{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack for Storage (White)", "asin": "B07LBTFDFM"},
{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Silver Gray) for Storage", "asin": "B08DHDXH13"}],
"search_results": [{"title": "MRS. MEYER'S CLEAN DAY Dryer Sheets, Lavender, 80 ct", "asin": "B00GDCZFOU", "price": "$8.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count", "asin": "B00C27Y7GW", "price": "$6.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count", "asin": "B003FULBQ4", "price": "$12.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain Original Dryer Sheets, 120 Count", "asin": "B002TXM00Y", "price": "$5.36", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Fresh Linen Scent, 240 Count", "asin": "B075MPR873", "price": "$8.24", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count", "asin": "B083C76GRS", "price": "$9.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Grab Green Wet Dryer Sheets, 96 Count, Fragrance Free, Plant Based, Softens Fabrics, Reduces Static Cling and Wrinkles", "asin": "B00KTI8T2Y", "price": "$8.93", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested", "asin": "B003CP14R8", "price": "$9.96"},
{"title": "Gain Dryer Sheets Laundry Fabric Softener, Original Scent, 240 Count", "asin": "B00WE2GD4O", "price": "$9.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet", "asin": "B0B7CQKP5Z", "price": "$13.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain + Odor Defense Dryer Sheets, Super Fresh Blast Scent Fabric Softener Sheets, 240 ct", "asin": "B0B7CS47H6", "price": "$9.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)", "asin": "B092XYBBDX", "price": "$20.97", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Bounce Mega Dryer Sheets, Fresh Breeze, 130 Count (Packaging May Vary)", "asin": "B08MBHF26J", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets", "asin": "B0B7CTQMKM", "price": "$13.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "200 pack Parchment Paper For Harvest Right Freeze Dryer (L - Large)", "asin": "B0C26KYS5H", "price": "$26.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Freeze Dryer Trays, 150 Sheets Freeze Dryer Medium Trays, Freeze Dryer Tray Liners For Freeze Dryer Trays To Dry Various Food Items (17.3in x 3.9in)", "asin": "B0D9BB1H26", "price": "$8.79", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "300 Pcs Freeze Dryer Tray Mats Compatible with Harvest Right Parchment Paper Trays Non Stick Freeze Dryer Accessories (Large 19.9 x 8.4\")", "asin": "B0DF74FBT9", "price": "$23.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "500 Pcs Freeze Dryer Tray Mats Parchment Paper Sheets for Harvest Right Freeze Dryer Non Stick Freeze Dryer Accessories for Medium Trays(17\" x 6.8\")", "asin": "B0DN9ZG3GH", "price": "$26.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Arm & Hammer Odor Blaster Sheets Fresh Burst 80ct", "asin": "B0C387M1SP", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Dryer Sheet Holder Dispenser clear color with Safe Lid for Laundry Room Organization & Home D\u00e9cor- Rectangular Acrylic Storage Containers Premium Fabric Softener Box Dry Tissue Container", "asin": "B07RSXZVCT", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Snuggle Plus SuperFresh Fabric Softener Dryer Sheets with Static Control and Odor Eliminating Technology, Original, 200 Count", "asin": "B07F1M11KZ", "price": "$8.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain Dryer Sheets Laundry Fabric Softener, Moonlight Breeze, 240 Count", "asin": "B06XJCPYS5", "price": "$9.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Snuggle Fabric Softener Dryer Sheets, Blue Sparkle, 200 Count (Pack of 2)", "asin": "B0D14YJKM3", "price": "$13.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Green Glove Dryer for Hats, Gloves, Shoes & More (Eco Dryer White W/2 Extension Nozzles)", "asin": "B07J5PZS2W", "price": "$31.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "300 PCS Freeze Dryer Tray Mats for Harvest Right Dryer - Freeze Dryer Parchment Paper Set for Medium Trays - Non-Stick Baking Mats One-Off Parchment Paper Harvest Right Accessories (13\" x 7\")", "asin": "B0D9D9KCKS", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Happy, 130 Count", "asin": "B0D6DYRFF7", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "300 Pack X- Large Parchment Paper for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper (300 Half Sized Sheets)", "asin": "B0CMXDG7SB", "price": "$24.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct", "asin": "B0CY63TM3C", "price": "$12.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Freeze Dryer Parchment Paper, Custom fit for Medium HARVEST RIGHT Trays, 100% Natural Unbleached Wood Pulp, (17 1/4\" x 7\")", "asin": "B0BQ2195P2", "price": "$16.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "365 by Whole Foods Market, Dryer Sheets Fabric Softener Unscented, 80 Count", "asin": "B07YD6VTBN", "price": "$5.99", "delivery": " FREE delivery Today 9 PM - 11 PM on orders over $50 Or FREE pickup"},
{"title": "Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Relax, 130 Count", "asin": "B0D6FH1BGQ", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Set of 100 Rectangular Tray Mats for Harvest Right Freeze Dryer, 17\" x 6.8\", Disposable Parchment Paper, Easy to Use and Clean", "asin": "B0C2Y8N3N4", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Acrylic Tissue Box, Acrylic Dryer Sheet Holder for Laundry Room, Table Clear Dryer Sheet Dispenser Rectangular", "asin": "B0BN4BX5XG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "ARM & HAMMER Fabric Softener Sheets, Mountain Rain 144ct", "asin": "B009UY0QJM", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Clorox Scentiva Fabric Softening Dryer Sheets | Fabric Sheets in Pacific Breeze & Coconut Scent | Laundry Dryer Sheets for Fresh & Clean Clothes | 105 Count", "asin": "B07TCCMJML", "price": "$7.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Suavitel Complete Fabric Softener Dryer Sheets, Field Flowers \u2013 70 count", "asin": "B09FXJNHP7", "price": "$3.49", "delivery": " FREE delivery Today 9 PM - 11 PM on orders over $50"},
{"title": "Acrylic Dryer Sheet Holder with Lid Minimalist Clear Dryer Sheets Dispenser Rectangular Tissue Box Cover for Laundry Room Bathroom Organization Storage Container", "asin": "B0C4YF7FXP", "price": "$10.99", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon."},
{"title": "150 PCS Medium Freeze Dryer Paper Mats for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper", "asin": "B0C1NF3TNH", "price": "$16.89", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 17 left in stock - order soon."},
{"title": "Fabric Softener Dryer Sheets, Mountain Fresh, 200 Count", "asin": "B075JF74C4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Clorox Fraganzia Dryer Sheets in Lavender with Eucalyptus Scent, 80 Count | Wrinkle-Reducing Fabric Softener Sheets | Best Laundry Dryer Sheets with Long-Lasting Lavender with Eucalyptus Scent", "asin": "B0C42F1LC6", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 130 Count", "asin": "B0C8X1CD3C", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Purecosheet - Reusable Dryer Sheets | Cost effective (500+ loads), Chemical Free & Vegan Dryer Sheet | Safe For Infants & Allergy/Eczema Sufferers | Hypoallergenic | 2 Count", "asin": "B0851LY4TL", "price": "$16.95", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Tray Mats Set for Harvest Right Freeze Dryer Medium Trays, Harvest Right Freeze Dryer Accessories, Freeze Dryer Parchment Paper Set, Food Grade Materials\uff0c17.2\u00d76.8 in (100PCS)", "asin": "B0CP88MT32", "price": "$9.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Unscented Dryer Sheets | Reduce Static, Infused with Essential Oils, Biodegradable, Hypoallergenic, No Harsh Chemicals & Plastic-Free - Based in the USA", "asin": "B0CRQR2TWX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Automatic Hand Dryer for Commercial Bathrooms. High Speed Hot Air, Dry Hands in 7s. No Touch Operation with Infrared Sensor. Easy & Fast Installation. Low Noise 60 dB. 1 year warranty", "asin": "B07VQMCVYV", "price": "$111.95", "delivery": "FREE delivery Fri, Apr 25 Only 1 left in stock - order soon."},
{"title": "Wash Dry Stickers for Washer and Dryer, Wash and Dry Vinyl Decal for Front Loading Washing Machine and Dryer, Laundry Room Decor, Several Sizes & Over 30 Colors", "asin": "B08VWB4NGL", "price": "$12.99", "delivery": "$4.99 delivery Apr 29 - May 2 Or fastest delivery Apr 28 - May 1"},
{"title": "Pigeon Signature Dryer Sheets Laundry Fabric Softener, Green Apple Scent, Apple Bomb, Reduce Static Cling, Eliminate Strong Odor, infused with Flower Essence, Safe for all, 130 Counts", "asin": "B0CHM8FD1Y", "price": "$14.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:06:16.989Z", // 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>
|
2025-04-23T01:06:16.989Z
|
click
|
search
|
rule
|
2025-04-23T01:06:16.989Z
|
click
|
search
|
train
| 549 |
2025-04-23T01:06:16.989Z
|
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": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "dry paper dryer"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"ads": [{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Black)", "asin": "B08DHP42MV"},
{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack for Storage (White)", "asin": "B07LBTFDFM"},
{"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Silver Gray) for Storage", "asin": "B08DHDXH13"}],
"search_results": [{"title": "MRS. MEYER'S CLEAN DAY Dryer Sheets, Lavender, 80 ct", "asin": "B00GDCZFOU", "price": "$8.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count", "asin": "B00C27Y7GW", "price": "$6.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count", "asin": "B003FULBQ4", "price": "$12.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain Original Dryer Sheets, 120 Count", "asin": "B002TXM00Y", "price": "$5.36", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Fresh Linen Scent, 240 Count", "asin": "B075MPR873", "price": "$8.24", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count", "asin": "B083C76GRS", "price": "$9.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Grab Green Wet Dryer Sheets, 96 Count, Fragrance Free, Plant Based, Softens Fabrics, Reduces Static Cling and Wrinkles", "asin": "B00KTI8T2Y", "price": "$8.93", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested", "asin": "B003CP14R8", "price": "$9.96"},
{"title": "Gain Dryer Sheets Laundry Fabric Softener, Original Scent, 240 Count", "asin": "B00WE2GD4O", "price": "$9.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet", "asin": "B0B7CQKP5Z", "price": "$13.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain + Odor Defense Dryer Sheets, Super Fresh Blast Scent Fabric Softener Sheets, 240 ct", "asin": "B0B7CS47H6", "price": "$9.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)", "asin": "B092XYBBDX", "price": "$20.97", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Bounce Mega Dryer Sheets, Fresh Breeze, 130 Count (Packaging May Vary)", "asin": "B08MBHF26J", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets", "asin": "B0B7CTQMKM", "price": "$13.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "200 pack Parchment Paper For Harvest Right Freeze Dryer (L - Large)", "asin": "B0C26KYS5H", "price": "$26.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Freeze Dryer Trays, 150 Sheets Freeze Dryer Medium Trays, Freeze Dryer Tray Liners For Freeze Dryer Trays To Dry Various Food Items (17.3in x 3.9in)", "asin": "B0D9BB1H26", "price": "$8.79", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "300 Pcs Freeze Dryer Tray Mats Compatible with Harvest Right Parchment Paper Trays Non Stick Freeze Dryer Accessories (Large 19.9 x 8.4\")", "asin": "B0DF74FBT9", "price": "$23.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "500 Pcs Freeze Dryer Tray Mats Parchment Paper Sheets for Harvest Right Freeze Dryer Non Stick Freeze Dryer Accessories for Medium Trays(17\" x 6.8\")", "asin": "B0DN9ZG3GH", "price": "$26.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Arm & Hammer Odor Blaster Sheets Fresh Burst 80ct", "asin": "B0C387M1SP", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Dryer Sheet Holder Dispenser clear color with Safe Lid for Laundry Room Organization & Home D\u00e9cor- Rectangular Acrylic Storage Containers Premium Fabric Softener Box Dry Tissue Container", "asin": "B07RSXZVCT", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Snuggle Plus SuperFresh Fabric Softener Dryer Sheets with Static Control and Odor Eliminating Technology, Original, 200 Count", "asin": "B07F1M11KZ", "price": "$8.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain Dryer Sheets Laundry Fabric Softener, Moonlight Breeze, 240 Count", "asin": "B06XJCPYS5", "price": "$9.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Snuggle Fabric Softener Dryer Sheets, Blue Sparkle, 200 Count (Pack of 2)", "asin": "B0D14YJKM3", "price": "$13.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Green Glove Dryer for Hats, Gloves, Shoes & More (Eco Dryer White W/2 Extension Nozzles)", "asin": "B07J5PZS2W", "price": "$31.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "300 PCS Freeze Dryer Tray Mats for Harvest Right Dryer - Freeze Dryer Parchment Paper Set for Medium Trays - Non-Stick Baking Mats One-Off Parchment Paper Harvest Right Accessories (13\" x 7\")", "asin": "B0D9D9KCKS", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Happy, 130 Count", "asin": "B0D6DYRFF7", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "300 Pack X- Large Parchment Paper for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper (300 Half Sized Sheets)", "asin": "B0CMXDG7SB", "price": "$24.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct", "asin": "B0CY63TM3C", "price": "$12.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Freeze Dryer Parchment Paper, Custom fit for Medium HARVEST RIGHT Trays, 100% Natural Unbleached Wood Pulp, (17 1/4\" x 7\")", "asin": "B0BQ2195P2", "price": "$16.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "365 by Whole Foods Market, Dryer Sheets Fabric Softener Unscented, 80 Count", "asin": "B07YD6VTBN", "price": "$5.99", "delivery": " FREE delivery Today 9 PM - 11 PM on orders over $50 Or FREE pickup"},
{"title": "Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Relax, 130 Count", "asin": "B0D6FH1BGQ", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Set of 100 Rectangular Tray Mats for Harvest Right Freeze Dryer, 17\" x 6.8\", Disposable Parchment Paper, Easy to Use and Clean", "asin": "B0C2Y8N3N4", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Acrylic Tissue Box, Acrylic Dryer Sheet Holder for Laundry Room, Table Clear Dryer Sheet Dispenser Rectangular", "asin": "B0BN4BX5XG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "ARM & HAMMER Fabric Softener Sheets, Mountain Rain 144ct", "asin": "B009UY0QJM", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Clorox Scentiva Fabric Softening Dryer Sheets | Fabric Sheets in Pacific Breeze & Coconut Scent | Laundry Dryer Sheets for Fresh & Clean Clothes | 105 Count", "asin": "B07TCCMJML", "price": "$7.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Suavitel Complete Fabric Softener Dryer Sheets, Field Flowers \u2013 70 count", "asin": "B09FXJNHP7", "price": "$3.49", "delivery": " FREE delivery Today 9 PM - 11 PM on orders over $50"},
{"title": "Acrylic Dryer Sheet Holder with Lid Minimalist Clear Dryer Sheets Dispenser Rectangular Tissue Box Cover for Laundry Room Bathroom Organization Storage Container", "asin": "B0C4YF7FXP", "price": "$10.99", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon."},
{"title": "150 PCS Medium Freeze Dryer Paper Mats for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper", "asin": "B0C1NF3TNH", "price": "$16.89", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 17 left in stock - order soon."},
{"title": "Fabric Softener Dryer Sheets, Mountain Fresh, 200 Count", "asin": "B075JF74C4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Clorox Fraganzia Dryer Sheets in Lavender with Eucalyptus Scent, 80 Count | Wrinkle-Reducing Fabric Softener Sheets | Best Laundry Dryer Sheets with Long-Lasting Lavender with Eucalyptus Scent", "asin": "B0C42F1LC6", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 130 Count", "asin": "B0C8X1CD3C", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Purecosheet - Reusable Dryer Sheets | Cost effective (500+ loads), Chemical Free & Vegan Dryer Sheet | Safe For Infants & Allergy/Eczema Sufferers | Hypoallergenic | 2 Count", "asin": "B0851LY4TL", "price": "$16.95", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Tray Mats Set for Harvest Right Freeze Dryer Medium Trays, Harvest Right Freeze Dryer Accessories, Freeze Dryer Parchment Paper Set, Food Grade Materials\uff0c17.2\u00d76.8 in (100PCS)", "asin": "B0CP88MT32", "price": "$9.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Unscented Dryer Sheets | Reduce Static, Infused with Essential Oils, Biodegradable, Hypoallergenic, No Harsh Chemicals & Plastic-Free - Based in the USA", "asin": "B0CRQR2TWX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Automatic Hand Dryer for Commercial Bathrooms. High Speed Hot Air, Dry Hands in 7s. No Touch Operation with Infrared Sensor. Easy & Fast Installation. Low Noise 60 dB. 1 year warranty", "asin": "B07VQMCVYV", "price": "$111.95", "delivery": "FREE delivery Fri, Apr 25 Only 1 left in stock - order soon."},
{"title": "Wash Dry Stickers for Washer and Dryer, Wash and Dry Vinyl Decal for Front Loading Washing Machine and Dryer, Laundry Room Decor, Several Sizes & Over 30 Colors", "asin": "B08VWB4NGL", "price": "$12.99", "delivery": "$4.99 delivery Apr 29 - May 2 Or fastest delivery Apr 28 - May 1"},
{"title": "Pigeon Signature Dryer Sheets Laundry Fabric Softener, Green Apple Scent, Apple Bomb, Reduce Static Cling, Eliminate Strong Odor, infused with Flower Essence, Safe for all, 130 Counts", "asin": "B0CHM8FD1Y", "price": "$14.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:06:16.989Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"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\": \"one thousand ways to make 1000\"}],\n\"cart_items\": [{\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"\"},\n{\"asin\": \"\"},\n{\"title\": \"One Thousand Ways to Make $1000 Kindle Edition\"}],\n\"promotion_items\": [{\"title\": \"THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment\", \"asin\": \"B0DDQG59MF\", \"price\": \"$0.99\", \"quantity\": \"\"},\n{\"title\": \"Passive Income Fast Track: The Seven Paths to Complete Financial Freedom\", \"asin\": \"B0DTSMM2C7\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Why Digital Transformations Fail: The Surprising Disciplines of How to Take Off and Stay Ahead\", \"asin\": \"B07PH39T46\", \"price\": \"$24.33\", \"quantity\": \"\"},\n{\"title\": \"33 Ways to Improve in Business and Life\", \"asin\": \"B0C1PDGDTZ\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"The Notary Guide: How To Build A Mobile Notary Business\", \"asin\": \"B0BQCX1DJV\", \"price\": \"$0.99\", \"quantity\": \"\"},\n{\"title\": \"The Product-Led Playbook: How to Unlock Self-Serve Revenue and Dominate Your Market (With a Tiny Team) (ProductLed Library Book 2)\", \"asin\": \"B0DJ3854MV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"The Virtual Ticket: How to Host Private Live Streams & Virtual Events\", \"asin\": \"B085X1TQT8\", \"price\": \"$2.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:07:28.555Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:06:16.989Z", "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": "one thousand ways to make 1000"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": ""},
{"asin": ""},
{"title": "One Thousand Ways to Make $1000 Kindle Edition"}],
"promotion_items": [{"title": "THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment", "asin": "B0DDQG59MF", "price": "$0.99", "quantity": ""},
{"title": "Passive Income Fast Track: The Seven Paths to Complete Financial Freedom", "asin": "B0DTSMM2C7", "price": "$4.99", "quantity": ""},
{"title": "Why Digital Transformations Fail: The Surprising Disciplines of How to Take Off and Stay Ahead", "asin": "B07PH39T46", "price": "$24.33", "quantity": ""},
{"title": "33 Ways to Improve in Business and Life", "asin": "B0C1PDGDTZ", "price": "$8.95", "quantity": ""},
{"title": "The Notary Guide: How To Build A Mobile Notary Business", "asin": "B0BQCX1DJV", "price": "$0.99", "quantity": ""},
{"title": "The Product-Led Playbook: How to Unlock Self-Serve Revenue and Dominate Your Market (With a Tiny Team) (ProductLed Library Book 2)", "asin": "B0DJ3854MV", "price": "$9.99", "quantity": ""},
{"title": "The Virtual Ticket: How to Host Private Live Streams & Virtual Events", "asin": "B085X1TQT8", "price": "$2.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:07:28.555Z", // 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>
|
2025-04-23T01:07:28.555Z
|
click
|
review
|
rule
|
2025-04-23T01:07:28.555Z
|
click
|
review
|
train
| 550 |
2025-04-23T01:07:28.555Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:06:16.989Z", "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": "one thousand ways to make 1000"}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": ""},
{"asin": ""},
{"title": "One Thousand Ways to Make $1000 Kindle Edition"}],
"promotion_items": [{"title": "THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment", "asin": "B0DDQG59MF", "price": "$0.99", "quantity": ""},
{"title": "Passive Income Fast Track: The Seven Paths to Complete Financial Freedom", "asin": "B0DTSMM2C7", "price": "$4.99", "quantity": ""},
{"title": "Why Digital Transformations Fail: The Surprising Disciplines of How to Take Off and Stay Ahead", "asin": "B07PH39T46", "price": "$24.33", "quantity": ""},
{"title": "33 Ways to Improve in Business and Life", "asin": "B0C1PDGDTZ", "price": "$8.95", "quantity": ""},
{"title": "The Notary Guide: How To Build A Mobile Notary Business", "asin": "B0BQCX1DJV", "price": "$0.99", "quantity": ""},
{"title": "The Product-Led Playbook: How to Unlock Self-Serve Revenue and Dominate Your Market (With a Tiny Team) (ProductLed Library Book 2)", "asin": "B0DJ3854MV", "price": "$9.99", "quantity": ""},
{"title": "The Virtual Ticket: How to Host Private Live Streams & Virtual Events", "asin": "B085X1TQT8", "price": "$2.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:07:28.555Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"1942148011\"},\n{\"title\": \"One Thousand Ways to Make $1000 Paperback \\u2013 October 21, 2015\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"promotion_items\": [{\"title\": \"Dream Big and Win: Translating Passion into Purpose and Creating a Billion-Dollar Business\", \"asin\": \"1394325886\", \"price\": \"$15.78\", \"quantity\": \"\"},\n{\"title\": \"How Countries Go Broke: The Big Cycle (Principles)\", \"asin\": \"1501124064\", \"price\": \"$24.50\", \"quantity\": \"\"},\n{\"title\": \"The Salt Test: How to Take an Innovative Product from Idea to Scale\", \"asin\": \"1739189027\", \"price\": \"$14.00\", \"quantity\": \"\"},\n{\"title\": \"How To: $10M: Sell Your Knowledge And Make Millions\", \"asin\": \"B0D262PLC8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"The Upside of Uncertainty: A Guide to Finding Possibility in the Unknown\", \"asin\": \"B099KNFYMV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Innovation Edge: How Large Companies Lose It and How to Get It Back\", \"asin\": \"B0DPLC7V9Q\", \"price\": \"$0.99\", \"quantity\": \"\"},\n{\"title\": \"The Unlocked Leader: Dare to Free Your Own Voice, Lead with Empathy, and Shine Your Light in the World\", \"asin\": \"1394152930\", \"price\": \"$24.09\", \"quantity\": \"\"},\n{\"title\": \"The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd\", \"asin\": \"1989025013\", \"price\": \"$10.62\", \"quantity\": \"\"},\n{\"title\": \"The Instant AI Agency: How To Cash 6 & 7 Figure Checks In The New Digital Gold Rush Without Being A Tech Nerd\", \"asin\": \"B0DDLGRKJP\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Solution Selling Blueprint: Stop Selling Products. Start Solving Problems To Create Strong, Lasting High-Ticket Partnerships.\", \"asin\": \"B0DQ5578GB\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment\", \"asin\": \"394910934X\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"The Salt Test: How to Take an Innovative Product from Idea to Scale\", \"asin\": \"1739189027\", \"price\": \"$14.00\", \"quantity\": \"\"},\n{\"title\": \"How To: $10M: Sell Your Knowledge And Make Millions\", \"asin\": \"B0D262PLC8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"How Countries Go Broke: The Big Cycle (Principles)\", \"asin\": \"1501124064\", \"price\": \"$24.50\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:09:36.022Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": "1942148011"},
{"title": "One Thousand Ways to Make $1000 Paperback \u2013 October 21, 2015"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"promotion_items": [{"title": "Dream Big and Win: Translating Passion into Purpose and Creating a Billion-Dollar Business", "asin": "1394325886", "price": "$15.78", "quantity": ""},
{"title": "How Countries Go Broke: The Big Cycle (Principles)", "asin": "1501124064", "price": "$24.50", "quantity": ""},
{"title": "The Salt Test: How to Take an Innovative Product from Idea to Scale", "asin": "1739189027", "price": "$14.00", "quantity": ""},
{"title": "How To: $10M: Sell Your Knowledge And Make Millions", "asin": "B0D262PLC8", "price": "$19.99", "quantity": ""},
{"title": "The Upside of Uncertainty: A Guide to Finding Possibility in the Unknown", "asin": "B099KNFYMV", "price": "$14.99", "quantity": ""},
{"title": "The Innovation Edge: How Large Companies Lose It and How to Get It Back", "asin": "B0DPLC7V9Q", "price": "$0.99", "quantity": ""},
{"title": "The Unlocked Leader: Dare to Free Your Own Voice, Lead with Empathy, and Shine Your Light in the World", "asin": "1394152930", "price": "$24.09", "quantity": ""},
{"title": "The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd", "asin": "1989025013", "price": "$10.62", "quantity": ""},
{"title": "The Instant AI Agency: How To Cash 6 & 7 Figure Checks In The New Digital Gold Rush Without Being A Tech Nerd", "asin": "B0DDLGRKJP", "price": "$26.99", "quantity": ""},
{"title": "Solution Selling Blueprint: Stop Selling Products. Start Solving Problems To Create Strong, Lasting High-Ticket Partnerships.", "asin": "B0DQ5578GB", "price": "$12.99", "quantity": ""},
{"title": "THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment", "asin": "394910934X", "price": "$14.99", "quantity": ""},
{"title": "The Salt Test: How to Take an Innovative Product from Idea to Scale", "asin": "1739189027", "price": "$14.00", "quantity": ""},
{"title": "How To: $10M: Sell Your Knowledge And Make Millions", "asin": "B0D262PLC8", "price": "$19.99", "quantity": ""},
{"title": "How Countries Go Broke: The Big Cycle (Principles)", "asin": "1501124064", "price": "$24.50", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:09:36.022Z", // 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>
|
2025-04-23T01:09:36.022Z
|
purchase
|
1942148011
|
rule
|
2025-04-23T01:09:36.022Z
|
purchase
|
1942148011
|
train
| 551 |
2025-04-23T01:09:36.022Z
|
purchase
|
1942148011
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": "1942148011"},
{"title": "One Thousand Ways to Make $1000 Paperback \u2013 October 21, 2015"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"promotion_items": [{"title": "Dream Big and Win: Translating Passion into Purpose and Creating a Billion-Dollar Business", "asin": "1394325886", "price": "$15.78", "quantity": ""},
{"title": "How Countries Go Broke: The Big Cycle (Principles)", "asin": "1501124064", "price": "$24.50", "quantity": ""},
{"title": "The Salt Test: How to Take an Innovative Product from Idea to Scale", "asin": "1739189027", "price": "$14.00", "quantity": ""},
{"title": "How To: $10M: Sell Your Knowledge And Make Millions", "asin": "B0D262PLC8", "price": "$19.99", "quantity": ""},
{"title": "The Upside of Uncertainty: A Guide to Finding Possibility in the Unknown", "asin": "B099KNFYMV", "price": "$14.99", "quantity": ""},
{"title": "The Innovation Edge: How Large Companies Lose It and How to Get It Back", "asin": "B0DPLC7V9Q", "price": "$0.99", "quantity": ""},
{"title": "The Unlocked Leader: Dare to Free Your Own Voice, Lead with Empathy, and Shine Your Light in the World", "asin": "1394152930", "price": "$24.09", "quantity": ""},
{"title": "The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd", "asin": "1989025013", "price": "$10.62", "quantity": ""},
{"title": "The Instant AI Agency: How To Cash 6 & 7 Figure Checks In The New Digital Gold Rush Without Being A Tech Nerd", "asin": "B0DDLGRKJP", "price": "$26.99", "quantity": ""},
{"title": "Solution Selling Blueprint: Stop Selling Products. Start Solving Problems To Create Strong, Lasting High-Ticket Partnerships.", "asin": "B0DQ5578GB", "price": "$12.99", "quantity": ""},
{"title": "THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment", "asin": "394910934X", "price": "$14.99", "quantity": ""},
{"title": "The Salt Test: How to Take an Innovative Product from Idea to Scale", "asin": "1739189027", "price": "$14.00", "quantity": ""},
{"title": "How To: $10M: Sell Your Knowledge And Make Millions", "asin": "B0D262PLC8", "price": "$19.99", "quantity": ""},
{"title": "How Countries Go Broke: The Big Cycle (Principles)", "asin": "1501124064", "price": "$24.50", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:09:36.022Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"price\": \"$39.95\", \"quantity\": \"1\"},\n{\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd\", \"asin\": \"1989025013\", \"price\": \"$10.62\", \"quantity\": \"\"},\n{\"title\": \"Invest Like the Best: The Low-Risk Road to High Returns\", \"asin\": \"1544518757\", \"price\": \"$18.13\", \"quantity\": \"\"},\n{\"title\": \"The Bogleheads' Guide to Investing\", \"asin\": \"1118921283\", \"price\": \"$15.59\", \"quantity\": \"\"},\n{\"title\": \"Zero Risk Startup: The Ultimate Entrepreneur's Guide to Mitigating Risks When Starting or Growing a Business\", \"asin\": \"B0D4ZMC6HL\", \"price\": \"$0.99\", \"quantity\": \"\"},\n{\"title\": \"The All-Weather Retirement Portfolio: Your Post-Retirement Investment Guide to a Worry-Free Income for Life (Worry-free Retirement)\", \"asin\": \"1950863530\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"John Bogle on Investing: The First 50 Years (Wiley Investment Classics)\", \"asin\": \"1119088364\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"Build a Business, Not a Job\", \"asin\": \"0692895833\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"The Early Investor: How Teens & Young Adults Can Become Wealthy (Investing Fundamentals for Wealth Creation)\", \"asin\": \"1492105007\", \"price\": \"$15.95\", \"quantity\": \"\"},\n{\"title\": \"The Bogleheads' Guide to the Three-Fund Portfolio: How a Simple Portfolio of Three Total Market Index Funds Outperforms Most Investors with Less Risk\", \"asin\": \"1119487331\", \"price\": \"$18.10\", \"quantity\": \"\"},\n{\"title\": \"Buy Back Your Time: Get Unstuck, Reclaim Your Freedom, and Build Your Empire\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)\", \"asin\": \"\", \"price\": \"$12.52\", \"quantity\": \"\"},\n{\"title\": \"Security Analysis, Seventh Edition: Principles and Techniques\", \"asin\": \"\", \"price\": \"$53.24\", \"quantity\": \"\"},\n{\"title\": \"The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)\", \"asin\": \"\", \"price\": \"$17.85\", \"quantity\": \"\"},\n{\"title\": \"The Essays of Warren Buffett: Lessons for Corporate America\", \"asin\": \"\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"Buffett\\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns\", \"asin\": \"\", \"price\": \"$21.30\", \"quantity\": \"\"},\n{\"title\": \"Investing for Kids: How to Save, Invest, and Grow Money\", \"asin\": \"\", \"price\": \"$6.19\", \"quantity\": \"\"},\n{\"title\": \"The Interpretation of Financial Statements\", \"asin\": \"\", \"price\": \"$18.41\", \"quantity\": \"\"},\n{\"title\": \"All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \\u2013 A Study in Simplicity and Uncommon, Common Sense\", \"asin\": \"\", \"price\": \"$40.15\", \"quantity\": \"\"},\n{\"title\": \"One Up On Wall Street: How To Use What You Already Know To Make Money In\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Poor Richard's Almanac\", \"asin\": \"\", \"price\": \"$0.99\", \"quantity\": \"\"},\n{\"title\": \"Fantastic Beasts and Where to Find Them: The Original Screenplay\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"The Essays of Warren Buffett: Lessons for Corporate America\", \"asin\": \"\", \"price\": \"$20.00\", \"quantity\": \"\"},\n{\"title\": \"Security Analysis, Seventh Edition: Principles and Techniques\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"The Little Book That Still Beats the Market (Little Books. Big Profits 29)\", \"asin\": \"\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Beating the Street\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Almanack of Naval Ravikant: A Guide to Wealth and Happiness\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Never Enough: From Barista to Billionaire\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fantastic Beasts: The Secrets of Dumbledore \\u2013 The Complete Screenplay\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Tao of Charlie Munger: A Compilation of Quotes from Berkshire Hathaway's Vice Chairman on Life, Business, and the Pursuit of Wealth With Commentary by David Clark\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market P\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"An Architectural Approach to Level Design: Second edition\", \"asin\": \"\", \"price\": \"$53.19\", \"quantity\": \"\"},\n{\"title\": \"The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)\", \"asin\": \"\", \"price\": \"$12.52\", \"quantity\": \"\"},\n{\"title\": \"Buffett\\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns\", \"asin\": \"\", \"price\": \"$21.30\", \"quantity\": \"\"},\n{\"title\": \"Introduction to Game Systems Design (Game Design)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Security Analysis, Seventh Edition: Principles and Techniques\", \"asin\": \"\", \"price\": \"$53.24\", \"quantity\": \"\"},\n{\"title\": \"Investing for Kids: How to Save, Invest, and Grow Money\", \"asin\": \"\", \"price\": \"$6.19\", \"quantity\": \"\"},\n{\"title\": \"All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \\u2013 A Study in Simplicity and Uncommon, Common Sense\", \"asin\": \"\", \"price\": \"$40.15\", \"quantity\": \"\"},\n{\"title\": \"The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)\", \"asin\": \"\", \"price\": \"$17.85\", \"quantity\": \"\"},\n{\"title\": \"A Pattern Language: Towns, Buildings, Construction (Center for Environmental Structure Series)\", \"asin\": \"\", \"price\": \"$45.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:09:41.886Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "price": "$39.95", "quantity": "1"},
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"promotion_items": [{"title": "The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd", "asin": "1989025013", "price": "$10.62", "quantity": ""},
{"title": "Invest Like the Best: The Low-Risk Road to High Returns", "asin": "1544518757", "price": "$18.13", "quantity": ""},
{"title": "The Bogleheads' Guide to Investing", "asin": "1118921283", "price": "$15.59", "quantity": ""},
{"title": "Zero Risk Startup: The Ultimate Entrepreneur's Guide to Mitigating Risks When Starting or Growing a Business", "asin": "B0D4ZMC6HL", "price": "$0.99", "quantity": ""},
{"title": "The All-Weather Retirement Portfolio: Your Post-Retirement Investment Guide to a Worry-Free Income for Life (Worry-free Retirement)", "asin": "1950863530", "price": "$19.99", "quantity": ""},
{"title": "John Bogle on Investing: The First 50 Years (Wiley Investment Classics)", "asin": "1119088364", "price": "$24.49", "quantity": ""},
{"title": "Build a Business, Not a Job", "asin": "0692895833", "price": "$4.99", "quantity": ""},
{"title": "The Early Investor: How Teens & Young Adults Can Become Wealthy (Investing Fundamentals for Wealth Creation)", "asin": "1492105007", "price": "$15.95", "quantity": ""},
{"title": "The Bogleheads' Guide to the Three-Fund Portfolio: How a Simple Portfolio of Three Total Market Index Funds Outperforms Most Investors with Less Risk", "asin": "1119487331", "price": "$18.10", "quantity": ""},
{"title": "Buy Back Your Time: Get Unstuck, Reclaim Your Freedom, and Build Your Empire", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)", "asin": "", "price": "$12.52", "quantity": ""},
{"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "$53.24", "quantity": ""},
{"title": "The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)", "asin": "", "price": "$17.85", "quantity": ""},
{"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "", "price": "$22.00", "quantity": ""},
{"title": "Buffett\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns", "asin": "", "price": "$21.30", "quantity": ""},
{"title": "Investing for Kids: How to Save, Invest, and Grow Money", "asin": "", "price": "$6.19", "quantity": ""},
{"title": "The Interpretation of Financial Statements", "asin": "", "price": "$18.41", "quantity": ""},
{"title": "All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \u2013 A Study in Simplicity and Uncommon, Common Sense", "asin": "", "price": "$40.15", "quantity": ""},
{"title": "One Up On Wall Street: How To Use What You Already Know To Make Money In", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "Poor Richard's Almanac", "asin": "", "price": "$0.99", "quantity": ""},
{"title": "Fantastic Beasts and Where to Find Them: The Original Screenplay", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "", "price": "$20.00", "quantity": ""},
{"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "The Little Book That Still Beats the Market (Little Books. Big Profits 29)", "asin": "", "price": "$17.00", "quantity": ""},
{"title": "The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy", "asin": "", "price": "", "quantity": ""},
{"title": "Beating the Street", "asin": "", "price": "", "quantity": ""},
{"title": "The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)", "asin": "", "price": "", "quantity": ""},
{"title": "The Almanack of Naval Ravikant: A Guide to Wealth and Happiness", "asin": "", "price": "", "quantity": ""},
{"title": "Never Enough: From Barista to Billionaire", "asin": "", "price": "", "quantity": ""},
{"title": "Fantastic Beasts: The Secrets of Dumbledore \u2013 The Complete Screenplay", "asin": "", "price": "", "quantity": ""},
{"title": "Tao of Charlie Munger: A Compilation of Quotes from Berkshire Hathaway's Vice Chairman on Life, Business, and the Pursuit of Wealth With Commentary by David Clark", "asin": "", "price": "", "quantity": ""},
{"title": "You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market P", "asin": "", "price": "", "quantity": ""},
{"title": "An Architectural Approach to Level Design: Second edition", "asin": "", "price": "$53.19", "quantity": ""},
{"title": "The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)", "asin": "", "price": "$12.52", "quantity": ""},
{"title": "Buffett\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns", "asin": "", "price": "$21.30", "quantity": ""},
{"title": "Introduction to Game Systems Design (Game Design)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "$53.24", "quantity": ""},
{"title": "Investing for Kids: How to Save, Invest, and Grow Money", "asin": "", "price": "$6.19", "quantity": ""},
{"title": "All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \u2013 A Study in Simplicity and Uncommon, Common Sense", "asin": "", "price": "$40.15", "quantity": ""},
{"title": "The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)", "asin": "", "price": "$17.85", "quantity": ""},
{"title": "A Pattern Language: Towns, Buildings, Construction (Center for Environmental Structure Series)", "asin": "", "price": "$45.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:09:41.886Z", // 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>
|
2025-04-23T01:09:41.886Z
|
click
|
cart_side_bar
|
rule
|
2025-04-23T01:09:41.886Z
|
click
|
cart_side_bar
|
train
| 552 |
2025-04-23T01:09:41.886Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "price": "$39.95", "quantity": "1"},
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"promotion_items": [{"title": "The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd", "asin": "1989025013", "price": "$10.62", "quantity": ""},
{"title": "Invest Like the Best: The Low-Risk Road to High Returns", "asin": "1544518757", "price": "$18.13", "quantity": ""},
{"title": "The Bogleheads' Guide to Investing", "asin": "1118921283", "price": "$15.59", "quantity": ""},
{"title": "Zero Risk Startup: The Ultimate Entrepreneur's Guide to Mitigating Risks When Starting or Growing a Business", "asin": "B0D4ZMC6HL", "price": "$0.99", "quantity": ""},
{"title": "The All-Weather Retirement Portfolio: Your Post-Retirement Investment Guide to a Worry-Free Income for Life (Worry-free Retirement)", "asin": "1950863530", "price": "$19.99", "quantity": ""},
{"title": "John Bogle on Investing: The First 50 Years (Wiley Investment Classics)", "asin": "1119088364", "price": "$24.49", "quantity": ""},
{"title": "Build a Business, Not a Job", "asin": "0692895833", "price": "$4.99", "quantity": ""},
{"title": "The Early Investor: How Teens & Young Adults Can Become Wealthy (Investing Fundamentals for Wealth Creation)", "asin": "1492105007", "price": "$15.95", "quantity": ""},
{"title": "The Bogleheads' Guide to the Three-Fund Portfolio: How a Simple Portfolio of Three Total Market Index Funds Outperforms Most Investors with Less Risk", "asin": "1119487331", "price": "$18.10", "quantity": ""},
{"title": "Buy Back Your Time: Get Unstuck, Reclaim Your Freedom, and Build Your Empire", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)", "asin": "", "price": "$12.52", "quantity": ""},
{"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "$53.24", "quantity": ""},
{"title": "The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)", "asin": "", "price": "$17.85", "quantity": ""},
{"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "", "price": "$22.00", "quantity": ""},
{"title": "Buffett\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns", "asin": "", "price": "$21.30", "quantity": ""},
{"title": "Investing for Kids: How to Save, Invest, and Grow Money", "asin": "", "price": "$6.19", "quantity": ""},
{"title": "The Interpretation of Financial Statements", "asin": "", "price": "$18.41", "quantity": ""},
{"title": "All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \u2013 A Study in Simplicity and Uncommon, Common Sense", "asin": "", "price": "$40.15", "quantity": ""},
{"title": "One Up On Wall Street: How To Use What You Already Know To Make Money In", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "Poor Richard's Almanac", "asin": "", "price": "$0.99", "quantity": ""},
{"title": "Fantastic Beasts and Where to Find Them: The Original Screenplay", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "", "price": "$20.00", "quantity": ""},
{"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "The Little Book That Still Beats the Market (Little Books. Big Profits 29)", "asin": "", "price": "$17.00", "quantity": ""},
{"title": "The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy", "asin": "", "price": "", "quantity": ""},
{"title": "Beating the Street", "asin": "", "price": "", "quantity": ""},
{"title": "The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)", "asin": "", "price": "", "quantity": ""},
{"title": "The Almanack of Naval Ravikant: A Guide to Wealth and Happiness", "asin": "", "price": "", "quantity": ""},
{"title": "Never Enough: From Barista to Billionaire", "asin": "", "price": "", "quantity": ""},
{"title": "Fantastic Beasts: The Secrets of Dumbledore \u2013 The Complete Screenplay", "asin": "", "price": "", "quantity": ""},
{"title": "Tao of Charlie Munger: A Compilation of Quotes from Berkshire Hathaway's Vice Chairman on Life, Business, and the Pursuit of Wealth With Commentary by David Clark", "asin": "", "price": "", "quantity": ""},
{"title": "You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market P", "asin": "", "price": "", "quantity": ""},
{"title": "An Architectural Approach to Level Design: Second edition", "asin": "", "price": "$53.19", "quantity": ""},
{"title": "The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)", "asin": "", "price": "$12.52", "quantity": ""},
{"title": "Buffett\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns", "asin": "", "price": "$21.30", "quantity": ""},
{"title": "Introduction to Game Systems Design (Game Design)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "$53.24", "quantity": ""},
{"title": "Investing for Kids: How to Save, Invest, and Grow Money", "asin": "", "price": "$6.19", "quantity": ""},
{"title": "All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \u2013 A Study in Simplicity and Uncommon, Common Sense", "asin": "", "price": "$40.15", "quantity": ""},
{"title": "The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)", "asin": "", "price": "$17.85", "quantity": ""},
{"title": "A Pattern Language: Towns, Buildings, Construction (Center for Environmental Structure Series)", "asin": "", "price": "$45.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:09:41.886Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"price\": \"$39.95\", \"quantity\": \"1\"},\n{\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"0367367726\"},\n{\"title\": \"Pattern Language for Game Design\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot\", \"asin\": \"B0DCZG1V55\", \"price\": \"$38.02\", \"quantity\": \"\"},\n{\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n{\"title\": \"Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine\", \"asin\": \"1804616982\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition\", \"asin\": \"1803245158\", \"price\": \"$40.09\", \"quantity\": \"\"},\n{\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n{\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"},\n{\"title\": \"Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)\", \"asin\": \"B0DJKQ5TTX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance\", \"asin\": \"1838826076\", \"price\": \"$43.13\", \"quantity\": \"\"},\n{\"title\": \"Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games\", \"asin\": \"1804613932\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Causal AI\", \"asin\": \"1633439917\", \"price\": \"$53.04\", \"quantity\": \"\"},\n{\"title\": \"AI-Powered Search\", \"asin\": \"161729697X\", \"price\": \"$57.12\", \"quantity\": \"\"},\n{\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n{\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n{\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:09:55.403Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "price": "$39.95", "quantity": "1"},
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": "0367367726"},
{"title": "Pattern Language for Game Design"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot", "asin": "B0DCZG1V55", "price": "$38.02", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine", "asin": "1804616982", "price": "$32.00", "quantity": ""},
{"title": "Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition", "asin": "1803245158", "price": "$40.09", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""},
{"title": "Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)", "asin": "B0DJKQ5TTX", "price": "$13.99", "quantity": ""},
{"title": "Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance", "asin": "1838826076", "price": "$43.13", "quantity": ""},
{"title": "Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games", "asin": "1804613932", "price": "$34.99", "quantity": ""},
{"title": "Causal AI", "asin": "1633439917", "price": "$53.04", "quantity": ""},
{"title": "AI-Powered Search", "asin": "161729697X", "price": "$57.12", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:09:55.403Z", // 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>
|
2025-04-23T01:09:55.403Z
|
click
|
quantity
|
rule
|
2025-04-23T01:09:55.403Z
|
click
|
quantity
|
train
| 553 |
2025-04-23T01:09:55.403Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "price": "$39.95", "quantity": "1"},
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}],
"product_details": [{"asin": "0367367726"},
{"title": "Pattern Language for Game Design"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot", "asin": "B0DCZG1V55", "price": "$38.02", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine", "asin": "1804616982", "price": "$32.00", "quantity": ""},
{"title": "Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition", "asin": "1803245158", "price": "$40.09", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""},
{"title": "Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)", "asin": "B0DJKQ5TTX", "price": "$13.99", "quantity": ""},
{"title": "Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance", "asin": "1838826076", "price": "$43.13", "quantity": ""},
{"title": "Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games", "asin": "1804613932", "price": "$34.99", "quantity": ""},
{"title": "Causal AI", "asin": "1633439917", "price": "$53.04", "quantity": ""},
{"title": "AI-Powered Search", "asin": "161729697X", "price": "$57.12", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:09:55.403Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"price\": \"$39.95\", \"quantity\": \"1\"},\n{\"asin\": \"0367367726\"}],\n\"product_details\": [{\"asin\": \"0367367726\"},\n{\"title\": \"Pattern Language for Game Design\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot\", \"asin\": \"B0DCZG1V55\", \"price\": \"$38.02\", \"quantity\": \"\"},\n{\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n{\"title\": \"Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine\", \"asin\": \"1804616982\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition\", \"asin\": \"1803245158\", \"price\": \"$40.09\", \"quantity\": \"\"},\n{\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n{\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"},\n{\"title\": \"Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)\", \"asin\": \"B0DJKQ5TTX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance\", \"asin\": \"1838826076\", \"price\": \"$43.13\", \"quantity\": \"\"},\n{\"title\": \"Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games\", \"asin\": \"1804613932\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Causal AI\", \"asin\": \"1633439917\", \"price\": \"$53.04\", \"quantity\": \"\"},\n{\"title\": \"AI-Powered Search\", \"asin\": \"161729697X\", \"price\": \"$57.12\", \"quantity\": \"\"},\n{\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n{\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n{\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:10:02.577Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "price": "$39.95", "quantity": "1"},
{"asin": "0367367726"}],
"product_details": [{"asin": "0367367726"},
{"title": "Pattern Language for Game Design"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot", "asin": "B0DCZG1V55", "price": "$38.02", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine", "asin": "1804616982", "price": "$32.00", "quantity": ""},
{"title": "Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition", "asin": "1803245158", "price": "$40.09", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""},
{"title": "Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)", "asin": "B0DJKQ5TTX", "price": "$13.99", "quantity": ""},
{"title": "Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance", "asin": "1838826076", "price": "$43.13", "quantity": ""},
{"title": "Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games", "asin": "1804613932", "price": "$34.99", "quantity": ""},
{"title": "Causal AI", "asin": "1633439917", "price": "$53.04", "quantity": ""},
{"title": "AI-Powered Search", "asin": "161729697X", "price": "$57.12", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:10:02.577Z", // 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>
|
2025-04-23T01:10:02.577Z
|
click
|
cart_side_bar
|
rule
|
2025-04-23T01:10:02.577Z
|
click
|
cart_side_bar
|
train
| 554 |
2025-04-23T01:10:02.577Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "price": "$39.95", "quantity": "1"},
{"asin": "0367367726"}],
"product_details": [{"asin": "0367367726"},
{"title": "Pattern Language for Game Design"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot", "asin": "B0DCZG1V55", "price": "$38.02", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine", "asin": "1804616982", "price": "$32.00", "quantity": ""},
{"title": "Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition", "asin": "1803245158", "price": "$40.09", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""},
{"title": "Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)", "asin": "B0DJKQ5TTX", "price": "$13.99", "quantity": ""},
{"title": "Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance", "asin": "1838826076", "price": "$43.13", "quantity": ""},
{"title": "Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games", "asin": "1804613932", "price": "$34.99", "quantity": ""},
{"title": "Causal AI", "asin": "1633439917", "price": "$53.04", "quantity": ""},
{"title": "AI-Powered Search", "asin": "161729697X", "price": "$57.12", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:10:02.577Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T23:13:36.525Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:06.270Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)\", \"asin\": \"1119404509\", \"price\": \"$12.52\", \"quantity\": \"\"},\n{\"title\": \"Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones\", \"asin\": \"0735211299\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"The Psychology of Money: Timeless lessons on wealth, greed, and happiness\", \"asin\": \"0857197681\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)\", \"asin\": \"139423984X\", \"price\": \"$17.85\", \"quantity\": \"\"},\n{\"title\": \"The Essays of Warren Buffett: Lessons for Corporate America\", \"asin\": \"0966446143\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"The Interpretation of Financial Statements\", \"asin\": \"0887309135\", \"price\": \"$18.41\", \"quantity\": \"\"},\n{\"title\": \"The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy\", \"asin\": \"0471392642\", \"price\": \"$13.68\", \"quantity\": \"\"},\n{\"title\": \"The Snowball: Warren Buffett and the Business of Life\", \"asin\": \"0553384619\", \"price\": \"$14.73\", \"quantity\": \"\"},\n{\"title\": \"Mediated Learning and Cognitive Modifiability (Social Interaction in Learning and Development)\", \"asin\": \"3030756947\", \"price\": \"$100.71\", \"quantity\": \"\"},\n{\"title\": \"The Anatomy of Fascism\", \"asin\": \"1400033918\", \"price\": \"$15.85\", \"quantity\": \"\"},\n{\"title\": \"Metalearning: Applications to Data Mining (Cognitive Technologies)\", \"asin\": \"3540732624\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Gaming the Metrics: Misconduct and Manipulation in Academic Research (Infrastructures)\", \"asin\": \"0262537931\", \"price\": \"$36.86\", \"quantity\": \"\"},\n{\"title\": \"Paw Patrol: Sea Patrol to the Rescue\", \"asin\": \"1912707101\", \"price\": \"$30.96\", \"quantity\": \"\"},\n{\"title\": \"Impossible Engineering: Technology and Territoriality on the Canal du Midi (Princeton Studies in Cultural Sociology)\", \"asin\": \"069116665X\", \"price\": \"$28.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"delivery\": \"FREE delivery Fri, May 2\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n{\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n{\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n{\"asin\": \"0062506048\", \"options\": []},\n{\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$29.99\", \"options\": []},\n{\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"price\": \"$22.50\", \"options\": []},\n{\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n{\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$18.89\", \"options\": []},\n{\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n{\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$103.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:10:08.141Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)", "asin": "1119404509", "price": "$12.52", "quantity": ""},
{"title": "Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones", "asin": "0735211299", "price": "$14.49", "quantity": ""},
{"title": "The Psychology of Money: Timeless lessons on wealth, greed, and happiness", "asin": "0857197681", "price": "$10.99", "quantity": ""},
{"title": "The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)", "asin": "139423984X", "price": "$17.85", "quantity": ""},
{"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "0966446143", "price": "$22.00", "quantity": ""},
{"title": "The Interpretation of Financial Statements", "asin": "0887309135", "price": "$18.41", "quantity": ""},
{"title": "The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy", "asin": "0471392642", "price": "$13.68", "quantity": ""},
{"title": "The Snowball: Warren Buffett and the Business of Life", "asin": "0553384619", "price": "$14.73", "quantity": ""},
{"title": "Mediated Learning and Cognitive Modifiability (Social Interaction in Learning and Development)", "asin": "3030756947", "price": "$100.71", "quantity": ""},
{"title": "The Anatomy of Fascism", "asin": "1400033918", "price": "$15.85", "quantity": ""},
{"title": "Metalearning: Applications to Data Mining (Cognitive Technologies)", "asin": "3540732624", "price": "$54.99", "quantity": ""},
{"title": "Gaming the Metrics: Misconduct and Manipulation in Academic Research (Infrastructures)", "asin": "0262537931", "price": "$36.86", "quantity": ""},
{"title": "Paw Patrol: Sea Patrol to the Rescue", "asin": "1912707101", "price": "$30.96", "quantity": ""},
{"title": "Impossible Engineering: Technology and Territoriality on the Canal du Midi (Princeton Studies in Cultural Sociology)", "asin": "069116665X", "price": "$28.95", "quantity": ""}],
"active_items": [{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "delivery": "FREE delivery Fri, May 2", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$29.99", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "price": "$22.50", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.89", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:10:08.141Z", // 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>
|
2025-04-23T01:10:08.141Z
|
purchase
|
1942148011
|
rule
|
2025-04-23T01:10:08.141Z
|
purchase
|
1942148011
|
train
| 555 |
2025-04-23T01:10:08.141Z
|
purchase
|
1942148011
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)", "asin": "1119404509", "price": "$12.52", "quantity": ""},
{"title": "Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones", "asin": "0735211299", "price": "$14.49", "quantity": ""},
{"title": "The Psychology of Money: Timeless lessons on wealth, greed, and happiness", "asin": "0857197681", "price": "$10.99", "quantity": ""},
{"title": "The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)", "asin": "139423984X", "price": "$17.85", "quantity": ""},
{"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "0966446143", "price": "$22.00", "quantity": ""},
{"title": "The Interpretation of Financial Statements", "asin": "0887309135", "price": "$18.41", "quantity": ""},
{"title": "The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy", "asin": "0471392642", "price": "$13.68", "quantity": ""},
{"title": "The Snowball: Warren Buffett and the Business of Life", "asin": "0553384619", "price": "$14.73", "quantity": ""},
{"title": "Mediated Learning and Cognitive Modifiability (Social Interaction in Learning and Development)", "asin": "3030756947", "price": "$100.71", "quantity": ""},
{"title": "The Anatomy of Fascism", "asin": "1400033918", "price": "$15.85", "quantity": ""},
{"title": "Metalearning: Applications to Data Mining (Cognitive Technologies)", "asin": "3540732624", "price": "$54.99", "quantity": ""},
{"title": "Gaming the Metrics: Misconduct and Manipulation in Academic Research (Infrastructures)", "asin": "0262537931", "price": "$36.86", "quantity": ""},
{"title": "Paw Patrol: Sea Patrol to the Rescue", "asin": "1912707101", "price": "$30.96", "quantity": ""},
{"title": "Impossible Engineering: Technology and Territoriality on the Canal du Midi (Princeton Studies in Cultural Sociology)", "asin": "069116665X", "price": "$28.95", "quantity": ""}],
"active_items": [{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "delivery": "FREE delivery Fri, May 2", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$29.99", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "price": "$22.50", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.89", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-04-23T01:10:08.141Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-04-24T02:36:38.226Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|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": "2025-04-24T02:36:38.226Z", // 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>
|
2025-04-24T02:36:38.226Z
|
click
|
search
|
rule
|
2025-04-24T02:36:38.226Z
|
click
|
search
|
train
| 556 |
2025-04-24T02:36:38.226Z
|
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": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|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": "2025-04-24T02:36:38.226Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"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\": \"new commute speed space and chill\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T02:36:46.832Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-24T02:36:38.226Z", "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": "new commute speed space and chill"}]
<|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": "2025-04-24T02:36:46.832Z", // 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>
|
2025-04-24T02:36:46.832Z
|
click
|
search
|
rule
|
2025-04-24T02:36:46.832Z
|
click
|
search
|
train
| 557 |
2025-04-24T02:36:46.832Z
|
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": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-24T02:36:38.226Z", "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": "new commute speed space and chill"}]
<|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": "2025-04-24T02:36:46.832Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"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\": \"new commute speed space and chill\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T02:37:15.269Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "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": "new commute speed space and chill"}]
<|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": "2025-04-24T02:37:15.269Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-24T02:37:15.269Z
|
input
|
new commute speed space and chill
|
rule
|
2025-04-24T02:37:15.269Z
|
input
|
new commute speed space and chill
|
train
| 558 |
2025-04-24T02:37:15.269Z
|
input
|
new commute speed space and chill
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "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": "new commute speed space and chill"}]
<|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": "2025-04-24T02:37:15.269Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-01T15:25:39.717Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:25:39.717Z", // 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>
|
2025-05-01T15:25:39.717Z
|
click
|
other
|
rule
|
2025-05-01T15:25:39.717Z
|
click
|
other
|
train
| 559 |
2025-05-01T15:25:39.717Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:25:39.717Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-01T15:30:26.213Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:30:26.213Z", // 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>
|
2025-05-01T15:30:26.213Z
|
click
|
nav_bar
|
rule
|
2025-05-01T15:30:26.213Z
|
click
|
nav_bar
|
train
| 560 |
2025-05-01T15:30:26.213Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:30:26.213Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O\", \"asin\": \"B0837LH4SL\", \"price\": \"$5.90\", \"quantity\": \"\"},\n{\"title\": \"VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex\", \"asin\": \"B07HBL83B4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat\", \"asin\": \"B08VF11YJC\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each\", \"asin\": \"B001U2NLIA\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat\", \"asin\": \"B097NQMVT2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants\", \"asin\": \"B00FT747Y4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey\", \"asin\": \"B08YYVRXLM\", \"price\": \"$38.24\", \"quantity\": \"\"},\n{\"title\": \"COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear\", \"asin\": \"/promo/A36IA361L5CJ4X\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)\", \"asin\": \"B07N1G7179\", \"price\": \"$6.78\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle\", \"asin\": \"B08WQ2NRMV\", \"price\": \"$7.49\", \"quantity\": \"\"},\n{\"title\": \"KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)\", \"asin\": \"B0BD4JCHC4\", \"price\": \"$19.96\", \"quantity\": \"\"},\n{\"title\": \"NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection\", \"asin\": \"/promo/A2VI5RS42B4132\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\\\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS\", \"asin\": \"B01FLPQNCW\", \"price\": \"$13.08\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Ever Ready First Aid 143200 Dual Head Stethoscope, Black\", \"asin\": \"B00HW8EEOG\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"Mini Doppler, Detect and Display Fetal Heart Rate for Home Use\", \"asin\": \"B0DJ8ZD8VY\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 2 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n{\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n{\"asin\": \"B0CKV7B49Z\", \"options\": []},\n{\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n{\"asin\": \"0062506048\", \"options\": []},\n{\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$31.00\", \"options\": []},\n{\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"options\": []},\n{\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n{\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$18.71\", \"options\": []},\n{\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n{\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$103.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:30:30.549Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O", "asin": "B0837LH4SL", "price": "$5.90", "quantity": ""},
{"title": "VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex", "asin": "B07HBL83B4", "price": "$12.99", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat", "asin": "B08VF11YJC", "price": "$13.99", "quantity": ""},
{"title": "Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each", "asin": "B001U2NLIA", "price": "$5.39", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat", "asin": "B097NQMVT2", "price": "$12.99", "quantity": ""},
{"title": "Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants", "asin": "B00FT747Y4", "price": "$24.99", "quantity": ""},
{"title": "Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey", "asin": "B08YYVRXLM", "price": "$38.24", "quantity": ""},
{"title": "COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear", "asin": "/promo/A36IA361L5CJ4X", "price": "$24.99", "quantity": ""},
{"title": "CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)", "asin": "B07N1G7179", "price": "$6.78", "quantity": ""},
{"title": "Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle", "asin": "B08WQ2NRMV", "price": "$7.49", "quantity": ""},
{"title": "KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)", "asin": "B0BD4JCHC4", "price": "$19.96", "quantity": ""},
{"title": "NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection", "asin": "/promo/A2VI5RS42B4132", "price": "$54.99", "quantity": ""},
{"title": "OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS", "asin": "B01FLPQNCW", "price": "$13.08", "quantity": ""}],
"active_items": [{"title": "Ever Ready First Aid 143200 Dual Head Stethoscope, Black", "asin": "B00HW8EEOG", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items", "quantity": "1", "selected": true, "options": [{"Color": "Black"}]},
{"title": "Mini Doppler, Detect and Display Fetal Heart Rate for Home Use", "asin": "B0DJ8ZD8VY", "delivery": "One-Day FREE delivery Tomorrow, May 2 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"asin": "B0CKV7B49Z", "options": []},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$31.00", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.71", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:30:30.549Z", // 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>
|
2025-05-01T15:30:30.549Z
|
click
|
quantity
|
rule
|
2025-05-01T15:30:30.549Z
|
click
|
quantity
|
train
| 561 |
2025-05-01T15:30:30.549Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O", "asin": "B0837LH4SL", "price": "$5.90", "quantity": ""},
{"title": "VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex", "asin": "B07HBL83B4", "price": "$12.99", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat", "asin": "B08VF11YJC", "price": "$13.99", "quantity": ""},
{"title": "Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each", "asin": "B001U2NLIA", "price": "$5.39", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat", "asin": "B097NQMVT2", "price": "$12.99", "quantity": ""},
{"title": "Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants", "asin": "B00FT747Y4", "price": "$24.99", "quantity": ""},
{"title": "Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey", "asin": "B08YYVRXLM", "price": "$38.24", "quantity": ""},
{"title": "COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear", "asin": "/promo/A36IA361L5CJ4X", "price": "$24.99", "quantity": ""},
{"title": "CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)", "asin": "B07N1G7179", "price": "$6.78", "quantity": ""},
{"title": "Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle", "asin": "B08WQ2NRMV", "price": "$7.49", "quantity": ""},
{"title": "KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)", "asin": "B0BD4JCHC4", "price": "$19.96", "quantity": ""},
{"title": "NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection", "asin": "/promo/A2VI5RS42B4132", "price": "$54.99", "quantity": ""},
{"title": "OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS", "asin": "B01FLPQNCW", "price": "$13.08", "quantity": ""}],
"active_items": [{"title": "Ever Ready First Aid 143200 Dual Head Stethoscope, Black", "asin": "B00HW8EEOG", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items", "quantity": "1", "selected": true, "options": [{"Color": "Black"}]},
{"title": "Mini Doppler, Detect and Display Fetal Heart Rate for Home Use", "asin": "B0DJ8ZD8VY", "delivery": "One-Day FREE delivery Tomorrow, May 2 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"asin": "B0CKV7B49Z", "options": []},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$31.00", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.71", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:30:30.549Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O\", \"asin\": \"B0837LH4SL\", \"price\": \"$5.90\", \"quantity\": \"\"},\n{\"title\": \"VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex\", \"asin\": \"B07HBL83B4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat\", \"asin\": \"B08VF11YJC\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each\", \"asin\": \"B001U2NLIA\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat\", \"asin\": \"B097NQMVT2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants\", \"asin\": \"B00FT747Y4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey\", \"asin\": \"B08YYVRXLM\", \"price\": \"$38.24\", \"quantity\": \"\"},\n{\"title\": \"COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear\", \"asin\": \"/promo/A36IA361L5CJ4X\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)\", \"asin\": \"B07N1G7179\", \"price\": \"$6.78\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle\", \"asin\": \"B08WQ2NRMV\", \"price\": \"$7.49\", \"quantity\": \"\"},\n{\"title\": \"KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)\", \"asin\": \"B0BD4JCHC4\", \"price\": \"$19.96\", \"quantity\": \"\"},\n{\"title\": \"NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection\", \"asin\": \"/promo/A2VI5RS42B4132\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\\\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS\", \"asin\": \"B01FLPQNCW\", \"price\": \"$13.08\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Mini Doppler, Detect and Display Fetal Heart Rate for Home Use\", \"asin\": \"B0DJ8ZD8VY\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 2 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n{\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n{\"asin\": \"B0CKV7B49Z\", \"options\": []},\n{\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n{\"asin\": \"0062506048\", \"options\": []},\n{\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$31.00\", \"options\": []},\n{\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"options\": []},\n{\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n{\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$18.71\", \"options\": []},\n{\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n{\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$103.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:30:32.095Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O", "asin": "B0837LH4SL", "price": "$5.90", "quantity": ""},
{"title": "VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex", "asin": "B07HBL83B4", "price": "$12.99", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat", "asin": "B08VF11YJC", "price": "$13.99", "quantity": ""},
{"title": "Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each", "asin": "B001U2NLIA", "price": "$5.39", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat", "asin": "B097NQMVT2", "price": "$12.99", "quantity": ""},
{"title": "Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants", "asin": "B00FT747Y4", "price": "$24.99", "quantity": ""},
{"title": "Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey", "asin": "B08YYVRXLM", "price": "$38.24", "quantity": ""},
{"title": "COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear", "asin": "/promo/A36IA361L5CJ4X", "price": "$24.99", "quantity": ""},
{"title": "CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)", "asin": "B07N1G7179", "price": "$6.78", "quantity": ""},
{"title": "Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle", "asin": "B08WQ2NRMV", "price": "$7.49", "quantity": ""},
{"title": "KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)", "asin": "B0BD4JCHC4", "price": "$19.96", "quantity": ""},
{"title": "NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection", "asin": "/promo/A2VI5RS42B4132", "price": "$54.99", "quantity": ""},
{"title": "OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS", "asin": "B01FLPQNCW", "price": "$13.08", "quantity": ""}],
"active_items": [{"title": "Mini Doppler, Detect and Display Fetal Heart Rate for Home Use", "asin": "B0DJ8ZD8VY", "delivery": "One-Day FREE delivery Tomorrow, May 2 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"asin": "B0CKV7B49Z", "options": []},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$31.00", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.71", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:30:32.095Z", // 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>
|
2025-05-01T15:30:32.095Z
|
click
|
quantity
|
rule
|
2025-05-01T15:30:32.095Z
|
click
|
quantity
|
train
| 562 |
2025-05-01T15:30:32.095Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O", "asin": "B0837LH4SL", "price": "$5.90", "quantity": ""},
{"title": "VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex", "asin": "B07HBL83B4", "price": "$12.99", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat", "asin": "B08VF11YJC", "price": "$13.99", "quantity": ""},
{"title": "Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each", "asin": "B001U2NLIA", "price": "$5.39", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat", "asin": "B097NQMVT2", "price": "$12.99", "quantity": ""},
{"title": "Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants", "asin": "B00FT747Y4", "price": "$24.99", "quantity": ""},
{"title": "Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey", "asin": "B08YYVRXLM", "price": "$38.24", "quantity": ""},
{"title": "COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear", "asin": "/promo/A36IA361L5CJ4X", "price": "$24.99", "quantity": ""},
{"title": "CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)", "asin": "B07N1G7179", "price": "$6.78", "quantity": ""},
{"title": "Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle", "asin": "B08WQ2NRMV", "price": "$7.49", "quantity": ""},
{"title": "KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)", "asin": "B0BD4JCHC4", "price": "$19.96", "quantity": ""},
{"title": "NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection", "asin": "/promo/A2VI5RS42B4132", "price": "$54.99", "quantity": ""},
{"title": "OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS", "asin": "B01FLPQNCW", "price": "$13.08", "quantity": ""}],
"active_items": [{"title": "Mini Doppler, Detect and Display Fetal Heart Rate for Home Use", "asin": "B0DJ8ZD8VY", "delivery": "One-Day FREE delivery Tomorrow, May 2 FREE Returns", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"asin": "B0CKV7B49Z", "options": []},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$31.00", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.71", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:30:32.095Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O\", \"asin\": \"B0837LH4SL\", \"price\": \"$5.90\", \"quantity\": \"\"},\n{\"title\": \"VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex\", \"asin\": \"B07HBL83B4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat\", \"asin\": \"B08VF11YJC\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each\", \"asin\": \"B001U2NLIA\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat\", \"asin\": \"B097NQMVT2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants\", \"asin\": \"B00FT747Y4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey\", \"asin\": \"B08YYVRXLM\", \"price\": \"$38.24\", \"quantity\": \"\"},\n{\"title\": \"COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear\", \"asin\": \"/promo/A36IA361L5CJ4X\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)\", \"asin\": \"B07N1G7179\", \"price\": \"$6.78\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle\", \"asin\": \"B08WQ2NRMV\", \"price\": \"$7.49\", \"quantity\": \"\"},\n{\"title\": \"KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)\", \"asin\": \"B0BD4JCHC4\", \"price\": \"$19.96\", \"quantity\": \"\"},\n{\"title\": \"NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection\", \"asin\": \"/promo/A2VI5RS42B4132\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\\\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS\", \"asin\": \"B01FLPQNCW\", \"price\": \"$13.08\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n{\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n{\"asin\": \"B0CKV7B49Z\", \"options\": []},\n{\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n{\"asin\": \"0062506048\", \"options\": []},\n{\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$31.00\", \"options\": []},\n{\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"options\": []},\n{\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n{\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$18.71\", \"options\": []},\n{\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n{\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$103.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:30:33.702Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O", "asin": "B0837LH4SL", "price": "$5.90", "quantity": ""},
{"title": "VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex", "asin": "B07HBL83B4", "price": "$12.99", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat", "asin": "B08VF11YJC", "price": "$13.99", "quantity": ""},
{"title": "Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each", "asin": "B001U2NLIA", "price": "$5.39", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat", "asin": "B097NQMVT2", "price": "$12.99", "quantity": ""},
{"title": "Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants", "asin": "B00FT747Y4", "price": "$24.99", "quantity": ""},
{"title": "Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey", "asin": "B08YYVRXLM", "price": "$38.24", "quantity": ""},
{"title": "COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear", "asin": "/promo/A36IA361L5CJ4X", "price": "$24.99", "quantity": ""},
{"title": "CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)", "asin": "B07N1G7179", "price": "$6.78", "quantity": ""},
{"title": "Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle", "asin": "B08WQ2NRMV", "price": "$7.49", "quantity": ""},
{"title": "KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)", "asin": "B0BD4JCHC4", "price": "$19.96", "quantity": ""},
{"title": "NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection", "asin": "/promo/A2VI5RS42B4132", "price": "$54.99", "quantity": ""},
{"title": "OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS", "asin": "B01FLPQNCW", "price": "$13.08", "quantity": ""}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"asin": "B0CKV7B49Z", "options": []},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$31.00", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.71", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:30:33.702Z", // 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>
|
2025-05-01T15:30:33.702Z
|
click
|
search
|
rule
|
2025-05-01T15:30:33.702Z
|
click
|
search
|
train
| 563 |
2025-05-01T15:30:33.702Z
|
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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O", "asin": "B0837LH4SL", "price": "$5.90", "quantity": ""},
{"title": "VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex", "asin": "B07HBL83B4", "price": "$12.99", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat", "asin": "B08VF11YJC", "price": "$13.99", "quantity": ""},
{"title": "Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each", "asin": "B001U2NLIA", "price": "$5.39", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat", "asin": "B097NQMVT2", "price": "$12.99", "quantity": ""},
{"title": "Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants", "asin": "B00FT747Y4", "price": "$24.99", "quantity": ""},
{"title": "Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey", "asin": "B08YYVRXLM", "price": "$38.24", "quantity": ""},
{"title": "COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear", "asin": "/promo/A36IA361L5CJ4X", "price": "$24.99", "quantity": ""},
{"title": "CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)", "asin": "B07N1G7179", "price": "$6.78", "quantity": ""},
{"title": "Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle", "asin": "B08WQ2NRMV", "price": "$7.49", "quantity": ""},
{"title": "KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)", "asin": "B0BD4JCHC4", "price": "$19.96", "quantity": ""},
{"title": "NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection", "asin": "/promo/A2VI5RS42B4132", "price": "$54.99", "quantity": ""},
{"title": "OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS", "asin": "B01FLPQNCW", "price": "$13.08", "quantity": ""}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"asin": "B0CKV7B49Z", "options": []},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$31.00", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.71", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:30:33.702Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"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\": \"apple tag battery\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O\", \"asin\": \"B0837LH4SL\", \"price\": \"$5.90\", \"quantity\": \"\"},\n{\"title\": \"VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex\", \"asin\": \"B07HBL83B4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat\", \"asin\": \"B08VF11YJC\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each\", \"asin\": \"B001U2NLIA\", \"price\": \"$5.39\", \"quantity\": \"\"},\n{\"title\": \"NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat\", \"asin\": \"B097NQMVT2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants\", \"asin\": \"B00FT747Y4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey\", \"asin\": \"B08YYVRXLM\", \"price\": \"$38.24\", \"quantity\": \"\"},\n{\"title\": \"COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear\", \"asin\": \"/promo/A36IA361L5CJ4X\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)\", \"asin\": \"B07N1G7179\", \"price\": \"$6.78\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle\", \"asin\": \"B08WQ2NRMV\", \"price\": \"$7.49\", \"quantity\": \"\"},\n{\"title\": \"KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)\", \"asin\": \"B0BD4JCHC4\", \"price\": \"$19.96\", \"quantity\": \"\"},\n{\"title\": \"NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection\", \"asin\": \"/promo/A2VI5RS42B4132\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\\\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS\", \"asin\": \"B01FLPQNCW\", \"price\": \"$13.08\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n{\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n{\"asin\": \"B0CKV7B49Z\", \"options\": []},\n{\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n{\"asin\": \"0062506048\", \"options\": []},\n{\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$31.00\", \"options\": []},\n{\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"options\": []},\n{\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n{\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$18.71\", \"options\": []},\n{\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n{\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$103.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:30:41.802Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "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": "apple tag battery"}],
"promotion_items": [{"title": "Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O", "asin": "B0837LH4SL", "price": "$5.90", "quantity": ""},
{"title": "VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex", "asin": "B07HBL83B4", "price": "$12.99", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat", "asin": "B08VF11YJC", "price": "$13.99", "quantity": ""},
{"title": "Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each", "asin": "B001U2NLIA", "price": "$5.39", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat", "asin": "B097NQMVT2", "price": "$12.99", "quantity": ""},
{"title": "Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants", "asin": "B00FT747Y4", "price": "$24.99", "quantity": ""},
{"title": "Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey", "asin": "B08YYVRXLM", "price": "$38.24", "quantity": ""},
{"title": "COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear", "asin": "/promo/A36IA361L5CJ4X", "price": "$24.99", "quantity": ""},
{"title": "CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)", "asin": "B07N1G7179", "price": "$6.78", "quantity": ""},
{"title": "Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle", "asin": "B08WQ2NRMV", "price": "$7.49", "quantity": ""},
{"title": "KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)", "asin": "B0BD4JCHC4", "price": "$19.96", "quantity": ""},
{"title": "NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection", "asin": "/promo/A2VI5RS42B4132", "price": "$54.99", "quantity": ""},
{"title": "OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS", "asin": "B01FLPQNCW", "price": "$13.08", "quantity": ""}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"asin": "B0CKV7B49Z", "options": []},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$31.00", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.71", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:30:41.802Z", // 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>
|
2025-05-01T15:30:41.802Z
|
click
|
search
|
rule
|
2025-05-01T15:30:41.802Z
|
click
|
search
|
train
| 564 |
2025-05-01T15:30:41.802Z
|
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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "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": "apple tag battery"}],
"promotion_items": [{"title": "Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O", "asin": "B0837LH4SL", "price": "$5.90", "quantity": ""},
{"title": "VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex", "asin": "B07HBL83B4", "price": "$12.99", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat", "asin": "B08VF11YJC", "price": "$13.99", "quantity": ""},
{"title": "Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each", "asin": "B001U2NLIA", "price": "$5.39", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat", "asin": "B097NQMVT2", "price": "$12.99", "quantity": ""},
{"title": "Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants", "asin": "B00FT747Y4", "price": "$24.99", "quantity": ""},
{"title": "Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey", "asin": "B08YYVRXLM", "price": "$38.24", "quantity": ""},
{"title": "COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear", "asin": "/promo/A36IA361L5CJ4X", "price": "$24.99", "quantity": ""},
{"title": "CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)", "asin": "B07N1G7179", "price": "$6.78", "quantity": ""},
{"title": "Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle", "asin": "B08WQ2NRMV", "price": "$7.49", "quantity": ""},
{"title": "KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)", "asin": "B0BD4JCHC4", "price": "$19.96", "quantity": ""},
{"title": "NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection", "asin": "/promo/A2VI5RS42B4132", "price": "$54.99", "quantity": ""},
{"title": "OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS", "asin": "B01FLPQNCW", "price": "$13.08", "quantity": ""}],
"saved_items": [{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"asin": "B0CKV7B49Z", "options": []},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$31.00", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.71", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:30:41.802Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T17:07:04.811Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"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\": \"apple tag battery\"}],\n\"search_results\": [{\"title\": \"2032 Lithium Battery. 4 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery\", \"asin\": \"B009108SGS\", \"price\": \"$5.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery\", \"asin\": \"B0C15WJXL2\", \"price\": \"$11.24\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"2032 Lithium Battery. 2 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery\", \"asin\": \"B07G7KRQQ5\", \"price\": \"$3.39\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"2032 Lithium Battery. 8 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell\", \"asin\": \"B098BQHB2G\", \"price\": \"$11.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"2032 Lithium Battery. 6 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell\", \"asin\": \"B0855FD9P2\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"2032 Batteries (10 Pack), 3V Lithium Coin Batteries\", \"asin\": \"B0CH1N7X5W\", \"price\": \"$12.96\", \"delivery\": \"FREE delivery May 15 - 25 for Prime members\"},\n{\"title\": \"CR2032 3V Lithium Battery (10pcs), Compatible with AirTag, Key Fobs, Smart Sensors, Scales, Candles and More\", \"asin\": \"B098ZW4GDY\", \"price\": \"$5.89\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"CR2032 3V Lithium Battery(10-Pack)\", \"asin\": \"B071D4DKTZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"2032 Battery Compatible with Apple AirTag CR2032 Lithium 3V Coin Battery for Child Safety, Suitable for Key Fobs, Smart Sensors, Scales, Candles and More 12pcs\", \"asin\": \"B0DHL1XGZY\", \"price\": \"$4.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"High Capacity CR2032 Battery 12 Pack - CR2032 Lithium 3V Coin Battery Replacement for Apple Airtag Key Fob Remote Controller LED Candles Glucometer\", \"asin\": \"B0C7QT3QK7\", \"price\": \"$5.58\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"15 Pack CR2032 Batteries - [Extended Life] Airtag Battery 220mAh 3 Volt Lithium Replacement Airbag 3v C2032 Watch Battery Coin Round Button Cell - Key FOB - Child Resistant | 5 Year Guarantee\", \"asin\": \"B01LY8TNRS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"2032 Lithium Battery, 10 Count (Pack of 2). Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery\", \"asin\": \"B0D366T8MT\", \"price\": \"$13.89\", \"delivery\": \" Same-Day Delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"AirTag Battery Kit, Size CR2032 with Bitterant Coating-Removing Wipe, Apple-Approved OEM Replacement for AirTag\", \"asin\": \"B0BQVSN9XQ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"CR2032 Battery 3V Lithium Batteries 5 Count Pack CR2032 Batteries - CR 2032 Coin Cell Batteries for AirTag, Key Fob, Remotes- 10 Years Shelf Life\", \"asin\": \"B0CB3N8VWZ\", \"price\": \"$4.59\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"2Pack CR2032 Battery Replacement for AirTag, Original OEM Battery fits AirTag Cover Shell,Long Lifetime and Long Expiry Day, Airtags Accessories\", \"asin\": \"B0CZ33LJ55\", \"price\": \"$9.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"AirTag 10-Year Battery Case - TimeCapsule - Over 14x More Capacity Than CR2032 | IP69 Waterproof, Uses AA Batteries, Patented\", \"asin\": \"B0D1LH7ZCT\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"AirTag Replacement Batteries (No Bitter Coating, Perfectly Fits Apple AirTag) CR2032 OEM Battery 3V (Pack of 4)\", \"asin\": \"B0F3GSD1WZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"2032 Lithium Battery. 4 Count 3 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. Bonus! Sack to Keep Extra Batteries\", \"asin\": \"B0DCPNRVVZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"CR2032 Lithium 3V Airtag Battery Replacement - Perfect Battery for Apple Airtags Replacement (1 pcs)\", \"asin\": \"B0CWPK5CLF\", \"price\": \"$6.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"TagPopper Battery Cover Removal and Reassembly Tool for Apple AirTag \\u2013 Precision Grip, Twist Off Opener, Durable CR2032 Battery Tool, Easy Battery Replacement, Accessory for AirTag (Patent Pending)\", \"asin\": \"B0D9QZ41QK\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"2032 Lithium Battery. 12 Count 2 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell.\", \"asin\": \"B0DFNN3P29\", \"price\": \"$27.01\", \"delivery\": \"FREE delivery May 7 - 9\"},\n{\"title\": \"AirTag Battery Replacement Kit with Coating-Removing Wipe, Size CR2032, Original OEM Replacement Battery for Apple AirTags (4-Pack)\", \"asin\": \"B0DJCNFZ3G\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"CR2032 Lithium 3V Coin Battery \\u2013 5 Pack CR 2032 Batteries for Apple Air Tag Battery Key Fob Garage Door Opener Sensor Home Kitchen Scales Blood Glucose Meter Monitor Airtag Replacement\", \"asin\": \"B0BR5FWF8B\", \"price\": \"$4.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"CR2032 Batteries, 100 Pack, CR2032 3v Lithium Battery, Key Fob Battery CR2032, CR2032 Battery for Car Remote Key, Compatible Apple Airtag Battery Replacement\", \"asin\": \"B0CM9BPY1S\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"2 Pack Original OEM Battery Replacement for AirTag, CR2032 Battery Fits AirTag Cover Shell\", \"asin\": \"B0CZ8VGHVZ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n{\"title\": \"CR2032 3V Lithium Battery(20pcs)-Coin & Button Cell for Apple Airtag/Car Remote/Key Fobs/Glucose Monitor/Candles/Watches/Scales/Doorbell/Intelligent Sensors/3Volt 2032 Battery Replacement\", \"asin\": \"B0CPSQ294L\", \"price\": \"$6.77\", \"delivery\": \"FREE delivery Mon, May 5\"},\n{\"title\": \"CR2032 Batteries 3V Lithium Cell - 10Pcs 3 Volt CR 2032 Coin Button Lithium Battery Replacement for Apple Airtag Car Key Fob Remote Control LED Light Candles Glucose Monitor Doorbell Air Tag\", \"asin\": \"B0BR5XP87K\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"25 Pack CR2032 Lithium 3v Battery, 3 Volt Button Cell Coin 2032 Batteries for Airtag, Key Fob, Car Remote Key\", \"asin\": \"B0CQXGW3KL\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Lir2032 Rechargeable Battery Replace Cr2032 Batteries for Airtag Key Fob Battery with Button Battery Charger 8 Pack- 3.6V Lithium Ion Coin Cell\", \"asin\": \"B0C2BQHVSP\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Smart Air Tags 2025, Key Finder Works for Apple Find My (iOS Only),Bluetooth Luggage Tracker, ltem Locator for Key,Wallet, Backpack,Suitcase, Bag, Season Birthday Gift Choice (1 Pack, Black)\", \"asin\": \"B0F2HG9LBZ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Only 12 left in stock - order soon.\"},\n{\"title\": \"Airtag Battery Replacement,Airtag Holder Air Tag Case with Keychain 4 Pack,with 4 Count CR2032 Lithium Battery,Anti-Scratch Airtags Key Chain for Apple Air Tags (Black/Black/Black/Black)\", \"asin\": \"B0DMP29QT4\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"Replacement Battery for Apple AirTag\", \"asin\": \"B093CZV8LJ\", \"delivery\": \"\"},\n{\"title\": \"Compatible with iPhone 13/13Mini - QianLi Tag-on Battery Flex for iCopy/Apollo/Copy Power\", \"asin\": \"B0B7N7KPFP\", \"price\": \"$28.99\", \"delivery\": \"$12.99 delivery May 13 - 20 Or fastest delivery May 7 - 9 Only 9 left in stock - order soon.\"},\n{\"title\": \"Apple AirTag Holder - 4 Pack [Fit Tightly Design] [Easy to Install] [Hold Air Tag Securely] Waterproof TPU Shell Protective Case with 304 Stainless Steel Keychain Key Ring\", \"asin\": \"B0BS9FWY6H\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 13 Pro / 13 Pro Max / 14 Pro / 14 Pro Max (AmpSentrix)\", \"asin\": \"B0CCGVQSZQ\", \"delivery\": \"\"},\n{\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 (AmpSentrix)\", \"asin\": \"B0CCGY9W64\", \"delivery\": \"\"},\n{\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 13/13 Mini (AmpSentrix)\", \"asin\": \"B0CCGW2N61\", \"delivery\": \"\"},\n{\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 Pro / 11 Pro Max (AmpSentrix)\", \"asin\": \"B0CCGWZF2W\", \"delivery\": \"\"},\n{\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 12/12 Mini / 12 Pro (AmpSentrix)\", \"asin\": \"B0CCGM2D68\", \"delivery\": \"\"},\n{\"title\": \"Smart Air Tags 2025 for Apple Find My, Bluetooth Tracker for Keys, Luggage, Wallet, iOS Key Finder, Waterproof Item Locator, 5 Pack Macaron Birthday Gifts\", \"asin\": \"B0F2HHCW6P\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n{\"title\": \"Airtag Holder Air Tag Case with Keychain,with 4 Count CR2032 Lithium Airtag Battery Replacement,Anti-Scratch Airtags Key Chain for Apple Air Tags,Airtag Accessories for GPS Item Finder Tracker\", \"asin\": \"B0DR8HD8L4\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 12 Pro Max (AmpSentrix)\", \"asin\": \"B0CCGZGBW1\", \"delivery\": \"\"},\n{\"title\": \"Air Tracker Tag 2 Packs, White Wallet Tracker Works with Find My App (iOS Only), Replaceable Battery,\", \"asin\": \"B0DYF2QDYM\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Only 20 left in stock - order soon.\"},\n{\"title\": \"for Apple AirTag Holder, Airtag Lock Case with Wire Cable, IPX8 Waterproof, for Luggage, Key Ring Key Chain Luggage tag Backpack (4 Pack-Black)\", \"asin\": \"B0DHBW1CHH\", \"price\": \"$12.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:58:25.911Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "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": "apple tag battery"}],
"search_results": [{"title": "2032 Lithium Battery. 4 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B009108SGS", "price": "$5.69", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery", "asin": "B0C15WJXL2", "price": "$11.24", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 2 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B07G7KRQQ5", "price": "$3.39", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 8 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B098BQHB2G", "price": "$11.34", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "2032 Lithium Battery. 6 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B0855FD9P2", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Batteries (10 Pack), 3V Lithium Coin Batteries", "asin": "B0CH1N7X5W", "price": "$12.96", "delivery": "FREE delivery May 15 - 25 for Prime members"},
{"title": "CR2032 3V Lithium Battery (10pcs), Compatible with AirTag, Key Fobs, Smart Sensors, Scales, Candles and More", "asin": "B098ZW4GDY", "price": "$5.89", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "CR2032 3V Lithium Battery(10-Pack)", "asin": "B071D4DKTZ", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Battery Compatible with Apple AirTag CR2032 Lithium 3V Coin Battery for Child Safety, Suitable for Key Fobs, Smart Sensors, Scales, Candles and More 12pcs", "asin": "B0DHL1XGZY", "price": "$4.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "High Capacity CR2032 Battery 12 Pack - CR2032 Lithium 3V Coin Battery Replacement for Apple Airtag Key Fob Remote Controller LED Candles Glucometer", "asin": "B0C7QT3QK7", "price": "$5.58", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "15 Pack CR2032 Batteries - [Extended Life] Airtag Battery 220mAh 3 Volt Lithium Replacement Airbag 3v C2032 Watch Battery Coin Round Button Cell - Key FOB - Child Resistant | 5 Year Guarantee", "asin": "B01LY8TNRS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "2032 Lithium Battery, 10 Count (Pack of 2). Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B0D366T8MT", "price": "$13.89", "delivery": " Same-Day Delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "AirTag Battery Kit, Size CR2032 with Bitterant Coating-Removing Wipe, Apple-Approved OEM Replacement for AirTag", "asin": "B0BQVSN9XQ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "CR2032 Battery 3V Lithium Batteries 5 Count Pack CR2032 Batteries - CR 2032 Coin Cell Batteries for AirTag, Key Fob, Remotes- 10 Years Shelf Life", "asin": "B0CB3N8VWZ", "price": "$4.59", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2Pack CR2032 Battery Replacement for AirTag, Original OEM Battery fits AirTag Cover Shell,Long Lifetime and Long Expiry Day, Airtags Accessories", "asin": "B0CZ33LJ55", "price": "$9.94", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "AirTag 10-Year Battery Case - TimeCapsule - Over 14x More Capacity Than CR2032 | IP69 Waterproof, Uses AA Batteries, Patented", "asin": "B0D1LH7ZCT", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "AirTag Replacement Batteries (No Bitter Coating, Perfectly Fits Apple AirTag) CR2032 OEM Battery 3V (Pack of 4)", "asin": "B0F3GSD1WZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 4 Count 3 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. Bonus! Sack to Keep Extra Batteries", "asin": "B0DCPNRVVZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "CR2032 Lithium 3V Airtag Battery Replacement - Perfect Battery for Apple Airtags Replacement (1 pcs)", "asin": "B0CWPK5CLF", "price": "$6.89", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "TagPopper Battery Cover Removal and Reassembly Tool for Apple AirTag \u2013 Precision Grip, Twist Off Opener, Durable CR2032 Battery Tool, Easy Battery Replacement, Accessory for AirTag (Patent Pending)", "asin": "B0D9QZ41QK", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 12 Count 2 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell.", "asin": "B0DFNN3P29", "price": "$27.01", "delivery": "FREE delivery May 7 - 9"},
{"title": "AirTag Battery Replacement Kit with Coating-Removing Wipe, Size CR2032, Original OEM Replacement Battery for Apple AirTags (4-Pack)", "asin": "B0DJCNFZ3G", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "CR2032 Lithium 3V Coin Battery \u2013 5 Pack CR 2032 Batteries for Apple Air Tag Battery Key Fob Garage Door Opener Sensor Home Kitchen Scales Blood Glucose Meter Monitor Airtag Replacement", "asin": "B0BR5FWF8B", "price": "$4.59", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "CR2032 Batteries, 100 Pack, CR2032 3v Lithium Battery, Key Fob Battery CR2032, CR2032 Battery for Car Remote Key, Compatible Apple Airtag Battery Replacement", "asin": "B0CM9BPY1S", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "2 Pack Original OEM Battery Replacement for AirTag, CR2032 Battery Fits AirTag Cover Shell", "asin": "B0CZ8VGHVZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "CR2032 3V Lithium Battery(20pcs)-Coin & Button Cell for Apple Airtag/Car Remote/Key Fobs/Glucose Monitor/Candles/Watches/Scales/Doorbell/Intelligent Sensors/3Volt 2032 Battery Replacement", "asin": "B0CPSQ294L", "price": "$6.77", "delivery": "FREE delivery Mon, May 5"},
{"title": "CR2032 Batteries 3V Lithium Cell - 10Pcs 3 Volt CR 2032 Coin Button Lithium Battery Replacement for Apple Airtag Car Key Fob Remote Control LED Light Candles Glucose Monitor Doorbell Air Tag", "asin": "B0BR5XP87K", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "25 Pack CR2032 Lithium 3v Battery, 3 Volt Button Cell Coin 2032 Batteries for Airtag, Key Fob, Car Remote Key", "asin": "B0CQXGW3KL", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Lir2032 Rechargeable Battery Replace Cr2032 Batteries for Airtag Key Fob Battery with Button Battery Charger 8 Pack- 3.6V Lithium Ion Coin Cell", "asin": "B0C2BQHVSP", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Smart Air Tags 2025, Key Finder Works for Apple Find My (iOS Only),Bluetooth Luggage Tracker, ltem Locator for Key,Wallet, Backpack,Suitcase, Bag, Season Birthday Gift Choice (1 Pack, Black)", "asin": "B0F2HG9LBZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3 Only 12 left in stock - order soon."},
{"title": "Airtag Battery Replacement,Airtag Holder Air Tag Case with Keychain 4 Pack,with 4 Count CR2032 Lithium Battery,Anti-Scratch Airtags Key Chain for Apple Air Tags (Black/Black/Black/Black)", "asin": "B0DMP29QT4", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Replacement Battery for Apple AirTag", "asin": "B093CZV8LJ", "delivery": ""},
{"title": "Compatible with iPhone 13/13Mini - QianLi Tag-on Battery Flex for iCopy/Apollo/Copy Power", "asin": "B0B7N7KPFP", "price": "$28.99", "delivery": "$12.99 delivery May 13 - 20 Or fastest delivery May 7 - 9 Only 9 left in stock - order soon."},
{"title": "Apple AirTag Holder - 4 Pack [Fit Tightly Design] [Easy to Install] [Hold Air Tag Securely] Waterproof TPU Shell Protective Case with 304 Stainless Steel Keychain Key Ring", "asin": "B0BS9FWY6H", "price": "$21.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13 Pro / 13 Pro Max / 14 Pro / 14 Pro Max (AmpSentrix)", "asin": "B0CCGVQSZQ", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 (AmpSentrix)", "asin": "B0CCGY9W64", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13/13 Mini (AmpSentrix)", "asin": "B0CCGW2N61", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 Pro / 11 Pro Max (AmpSentrix)", "asin": "B0CCGWZF2W", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12/12 Mini / 12 Pro (AmpSentrix)", "asin": "B0CCGM2D68", "delivery": ""},
{"title": "Smart Air Tags 2025 for Apple Find My, Bluetooth Tracker for Keys, Luggage, Wallet, iOS Key Finder, Waterproof Item Locator, 5 Pack Macaron Birthday Gifts", "asin": "B0F2HHCW6P", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "Airtag Holder Air Tag Case with Keychain,with 4 Count CR2032 Lithium Airtag Battery Replacement,Anti-Scratch Airtags Key Chain for Apple Air Tags,Airtag Accessories for GPS Item Finder Tracker", "asin": "B0DR8HD8L4", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12 Pro Max (AmpSentrix)", "asin": "B0CCGZGBW1", "delivery": ""},
{"title": "Air Tracker Tag 2 Packs, White Wallet Tracker Works with Find My App (iOS Only), Replaceable Battery,", "asin": "B0DYF2QDYM", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Only 20 left in stock - order soon."},
{"title": "for Apple AirTag Holder, Airtag Lock Case with Wire Cable, IPX8 Waterproof, for Luggage, Key Ring Key Chain Luggage tag Backpack (4 Pack-Black)", "asin": "B0DHBW1CHH", "price": "$12.79", "delivery": " One-Day FREE delivery Tomorrow, May 2"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:58:25.911Z", // 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>
|
2025-05-01T15:58:25.911Z
|
purchase
|
B071D4DKTZ
|
rule
|
2025-05-01T15:58:25.911Z
|
purchase
|
B071D4DKTZ
|
train
| 565 |
2025-05-01T15:58:25.911Z
|
purchase
|
B071D4DKTZ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-10T17:07:04.811Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "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": "apple tag battery"}],
"search_results": [{"title": "2032 Lithium Battery. 4 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B009108SGS", "price": "$5.69", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery", "asin": "B0C15WJXL2", "price": "$11.24", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 2 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B07G7KRQQ5", "price": "$3.39", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 8 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B098BQHB2G", "price": "$11.34", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "2032 Lithium Battery. 6 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B0855FD9P2", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Batteries (10 Pack), 3V Lithium Coin Batteries", "asin": "B0CH1N7X5W", "price": "$12.96", "delivery": "FREE delivery May 15 - 25 for Prime members"},
{"title": "CR2032 3V Lithium Battery (10pcs), Compatible with AirTag, Key Fobs, Smart Sensors, Scales, Candles and More", "asin": "B098ZW4GDY", "price": "$5.89", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "CR2032 3V Lithium Battery(10-Pack)", "asin": "B071D4DKTZ", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Battery Compatible with Apple AirTag CR2032 Lithium 3V Coin Battery for Child Safety, Suitable for Key Fobs, Smart Sensors, Scales, Candles and More 12pcs", "asin": "B0DHL1XGZY", "price": "$4.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "High Capacity CR2032 Battery 12 Pack - CR2032 Lithium 3V Coin Battery Replacement for Apple Airtag Key Fob Remote Controller LED Candles Glucometer", "asin": "B0C7QT3QK7", "price": "$5.58", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "15 Pack CR2032 Batteries - [Extended Life] Airtag Battery 220mAh 3 Volt Lithium Replacement Airbag 3v C2032 Watch Battery Coin Round Button Cell - Key FOB - Child Resistant | 5 Year Guarantee", "asin": "B01LY8TNRS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "2032 Lithium Battery, 10 Count (Pack of 2). Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B0D366T8MT", "price": "$13.89", "delivery": " Same-Day Delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "AirTag Battery Kit, Size CR2032 with Bitterant Coating-Removing Wipe, Apple-Approved OEM Replacement for AirTag", "asin": "B0BQVSN9XQ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "CR2032 Battery 3V Lithium Batteries 5 Count Pack CR2032 Batteries - CR 2032 Coin Cell Batteries for AirTag, Key Fob, Remotes- 10 Years Shelf Life", "asin": "B0CB3N8VWZ", "price": "$4.59", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2Pack CR2032 Battery Replacement for AirTag, Original OEM Battery fits AirTag Cover Shell,Long Lifetime and Long Expiry Day, Airtags Accessories", "asin": "B0CZ33LJ55", "price": "$9.94", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "AirTag 10-Year Battery Case - TimeCapsule - Over 14x More Capacity Than CR2032 | IP69 Waterproof, Uses AA Batteries, Patented", "asin": "B0D1LH7ZCT", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "AirTag Replacement Batteries (No Bitter Coating, Perfectly Fits Apple AirTag) CR2032 OEM Battery 3V (Pack of 4)", "asin": "B0F3GSD1WZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 4 Count 3 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. Bonus! Sack to Keep Extra Batteries", "asin": "B0DCPNRVVZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "CR2032 Lithium 3V Airtag Battery Replacement - Perfect Battery for Apple Airtags Replacement (1 pcs)", "asin": "B0CWPK5CLF", "price": "$6.89", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "TagPopper Battery Cover Removal and Reassembly Tool for Apple AirTag \u2013 Precision Grip, Twist Off Opener, Durable CR2032 Battery Tool, Easy Battery Replacement, Accessory for AirTag (Patent Pending)", "asin": "B0D9QZ41QK", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 12 Count 2 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell.", "asin": "B0DFNN3P29", "price": "$27.01", "delivery": "FREE delivery May 7 - 9"},
{"title": "AirTag Battery Replacement Kit with Coating-Removing Wipe, Size CR2032, Original OEM Replacement Battery for Apple AirTags (4-Pack)", "asin": "B0DJCNFZ3G", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "CR2032 Lithium 3V Coin Battery \u2013 5 Pack CR 2032 Batteries for Apple Air Tag Battery Key Fob Garage Door Opener Sensor Home Kitchen Scales Blood Glucose Meter Monitor Airtag Replacement", "asin": "B0BR5FWF8B", "price": "$4.59", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "CR2032 Batteries, 100 Pack, CR2032 3v Lithium Battery, Key Fob Battery CR2032, CR2032 Battery for Car Remote Key, Compatible Apple Airtag Battery Replacement", "asin": "B0CM9BPY1S", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "2 Pack Original OEM Battery Replacement for AirTag, CR2032 Battery Fits AirTag Cover Shell", "asin": "B0CZ8VGHVZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "CR2032 3V Lithium Battery(20pcs)-Coin & Button Cell for Apple Airtag/Car Remote/Key Fobs/Glucose Monitor/Candles/Watches/Scales/Doorbell/Intelligent Sensors/3Volt 2032 Battery Replacement", "asin": "B0CPSQ294L", "price": "$6.77", "delivery": "FREE delivery Mon, May 5"},
{"title": "CR2032 Batteries 3V Lithium Cell - 10Pcs 3 Volt CR 2032 Coin Button Lithium Battery Replacement for Apple Airtag Car Key Fob Remote Control LED Light Candles Glucose Monitor Doorbell Air Tag", "asin": "B0BR5XP87K", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "25 Pack CR2032 Lithium 3v Battery, 3 Volt Button Cell Coin 2032 Batteries for Airtag, Key Fob, Car Remote Key", "asin": "B0CQXGW3KL", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Lir2032 Rechargeable Battery Replace Cr2032 Batteries for Airtag Key Fob Battery with Button Battery Charger 8 Pack- 3.6V Lithium Ion Coin Cell", "asin": "B0C2BQHVSP", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Smart Air Tags 2025, Key Finder Works for Apple Find My (iOS Only),Bluetooth Luggage Tracker, ltem Locator for Key,Wallet, Backpack,Suitcase, Bag, Season Birthday Gift Choice (1 Pack, Black)", "asin": "B0F2HG9LBZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3 Only 12 left in stock - order soon."},
{"title": "Airtag Battery Replacement,Airtag Holder Air Tag Case with Keychain 4 Pack,with 4 Count CR2032 Lithium Battery,Anti-Scratch Airtags Key Chain for Apple Air Tags (Black/Black/Black/Black)", "asin": "B0DMP29QT4", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Replacement Battery for Apple AirTag", "asin": "B093CZV8LJ", "delivery": ""},
{"title": "Compatible with iPhone 13/13Mini - QianLi Tag-on Battery Flex for iCopy/Apollo/Copy Power", "asin": "B0B7N7KPFP", "price": "$28.99", "delivery": "$12.99 delivery May 13 - 20 Or fastest delivery May 7 - 9 Only 9 left in stock - order soon."},
{"title": "Apple AirTag Holder - 4 Pack [Fit Tightly Design] [Easy to Install] [Hold Air Tag Securely] Waterproof TPU Shell Protective Case with 304 Stainless Steel Keychain Key Ring", "asin": "B0BS9FWY6H", "price": "$21.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13 Pro / 13 Pro Max / 14 Pro / 14 Pro Max (AmpSentrix)", "asin": "B0CCGVQSZQ", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 (AmpSentrix)", "asin": "B0CCGY9W64", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13/13 Mini (AmpSentrix)", "asin": "B0CCGW2N61", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 Pro / 11 Pro Max (AmpSentrix)", "asin": "B0CCGWZF2W", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12/12 Mini / 12 Pro (AmpSentrix)", "asin": "B0CCGM2D68", "delivery": ""},
{"title": "Smart Air Tags 2025 for Apple Find My, Bluetooth Tracker for Keys, Luggage, Wallet, iOS Key Finder, Waterproof Item Locator, 5 Pack Macaron Birthday Gifts", "asin": "B0F2HHCW6P", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "Airtag Holder Air Tag Case with Keychain,with 4 Count CR2032 Lithium Airtag Battery Replacement,Anti-Scratch Airtags Key Chain for Apple Air Tags,Airtag Accessories for GPS Item Finder Tracker", "asin": "B0DR8HD8L4", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12 Pro Max (AmpSentrix)", "asin": "B0CCGZGBW1", "delivery": ""},
{"title": "Air Tracker Tag 2 Packs, White Wallet Tracker Works with Find My App (iOS Only), Replaceable Battery,", "asin": "B0DYF2QDYM", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Only 20 left in stock - order soon."},
{"title": "for Apple AirTag Holder, Airtag Lock Case with Wire Cable, IPX8 Waterproof, for Luggage, Key Ring Key Chain Luggage tag Backpack (4 Pack-Black)", "asin": "B0DHBW1CHH", "price": "$12.79", "delivery": " One-Day FREE delivery Tomorrow, May 2"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-01T15:58:25.911Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-02T00:32:47.627Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-02T00:32:47.627Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-02T00:32:47.627Z
|
click
|
nav_bar
|
rule
|
2025-05-02T00:32:47.627Z
|
click
|
nav_bar
|
train
| 566 |
2025-05-02T00:32:47.627Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-02T00:32:47.627Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T18:58:26.008Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:28.581Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T19:20:31.865Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-02T00:32:51.926Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-02T00:32:51.926Z", // 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>
|
2025-05-02T00:32:51.926Z
|
click
|
suggested_term
|
rule
|
2025-05-02T00:32:51.926Z
|
click
|
suggested_term
|
train
| 567 |
2025-05-02T00:32:51.926Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-11T18:58:26.008Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:28.581Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T19:20:31.865Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-02T00:32:51.926Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-02T21:55:48.324Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-02T21:55:48.324Z", // 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>
|
2025-05-02T21:55:48.324Z
|
click
|
search
|
rule
|
2025-05-02T21:55:48.324Z
|
click
|
search
|
train
| 568 |
2025-05-02T21:55:48.324Z
|
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": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-02T21:55:48.324Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-23T01:03:30.223Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:03:40.093Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"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\": \"egift card\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T21:55:53.402Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T21:55:48.324Z", "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": "egift card"}]
<|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": "2025-05-02T21:55:53.402Z", // 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>
|
2025-05-02T21:55:53.402Z
|
click
|
search
|
rule
|
2025-05-02T21:55:53.402Z
|
click
|
search
|
train
| 569 |
2025-05-02T21:55:53.402Z
|
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": "2025-04-23T01:03:30.223Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:03:40.093Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T21:55:48.324Z", "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": "egift card"}]
<|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": "2025-05-02T21:55:53.402Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\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\": \"2025-05-02T23:46:01.357Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
<|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": "2025-05-02T23:46:01.357Z", // 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>
|
2025-05-02T23:46:01.357Z
|
click
|
page_related
|
rule
|
2025-05-02T23:46:01.357Z
|
click
|
page_related
|
train
| 570 |
2025-05-02T23:46:01.357Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
<|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": "2025-05-02T23:46:01.357Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-02T23:46:02.625Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-02T23:46:02.625Z", // 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>
|
2025-05-02T23:46:02.625Z
|
click
|
page_related
|
rule
|
2025-05-02T23:46:02.625Z
|
click
|
page_related
|
train
| 571 |
2025-05-02T23:46:02.625Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-02T23:46:02.625Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-23T01:06:16.989Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-02T23:46:19.213Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-02T23:46:19.213Z", // 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>
|
2025-05-02T23:46:19.213Z
|
click
|
suggested_term
|
rule
|
2025-05-02T23:46:19.213Z
|
click
|
suggested_term
|
train
| 572 |
2025-05-02T23:46:19.213Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-23T01:06:16.989Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-02T23:46:19.213Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-03T16:04:15.671Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-03T16:04:15.671Z", // 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>
|
2025-05-03T16:04:15.671Z
|
input
|
becoming katherin
|
rule
|
2025-05-03T16:04:15.671Z
|
input
|
becoming katherin
|
train
| 573 |
2025-05-03T16:04:15.671Z
|
input
|
becoming katherin
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-03T16:04:15.671Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"becoming katherin\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T16:04:15.792Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "becoming katherin"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-03T16:04:15.792Z", // 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>
|
2025-05-03T16:04:15.792Z
|
click
|
suggested_term
|
rule
|
2025-05-03T16:04:15.792Z
|
click
|
suggested_term
|
train
| 574 |
2025-05-03T16:04:15.792Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "becoming katherin"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-03T16:04:15.792Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"becoming katherine graham documentary\"}],\n\"search_results\": [{\"title\": \"Becoming Katharine Graham\", \"asin\": \"B0DCCCRYKL\"},\n{\"title\": \"Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZL32YPP\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5\"},\n{\"title\": \"Billy Graham: An Extraordinary Journey\", \"asin\": \"B0CP6B1PPF\", \"price\": \"$1.99\"},\n{\"title\": \"Katherine\", \"asin\": \"B005IXSRAO\", \"price\": \"$3.99\"},\n{\"title\": \"Personal History: A Memoir\", \"asin\": \"B075NPC788\", \"price\": \"$0.00\", \"delivery\": \"Available instantly\"},\n{\"title\": \"Becoming Led Zeppelin\", \"asin\": \"B0DMTKB2GY\", \"price\": \"$5.99\"},\n{\"title\": \"Becoming Mike Nichols\", \"asin\": \"B01N07XPVM\", \"price\": \"$3.99\"},\n{\"title\": \"Becoming Elizabeth (TV Series)\", \"asin\": \"B0D62X33V2\", \"price\": \"$2.99\"},\n{\"title\": \"First Born\", \"asin\": \"B0DT56QP9K\"},\n{\"title\": \"Becoming Iconic: Jonathan Baker\", \"asin\": \"B0B8TPBW68\", \"price\": \"$2.99\"},\n{\"title\": \"Becoming You (TV Series)\", \"asin\": \"B0DGWRC66R\"},\n{\"title\": \"Katherine Jenkins: Live At The O2 Arena\", \"asin\": \"B0DB4XDSFR\"},\n{\"title\": \"Becoming Who I Was\", \"asin\": \"B07K7VCNRW\", \"price\": \"$2.99\"},\n{\"title\": \"Biographies - Icons of History (TV Series)\", \"asin\": \"B00XQCFMT8\"},\n{\"title\": \"Outspoken Biography: Take Up The Torch\", \"asin\": \"B0BN6WJ3FF\"},\n{\"title\": \"H.M. The Queen: A Remarkable Life\", \"asin\": \"B0B7G94TQQ\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T16:04:39.847Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "becoming katherine graham documentary"}],
"search_results": [{"title": "Becoming Katharine Graham", "asin": "B0DCCCRYKL"},
{"title": "Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZL32YPP", "price": "$14.99", "delivery": "FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5"},
{"title": "Billy Graham: An Extraordinary Journey", "asin": "B0CP6B1PPF", "price": "$1.99"},
{"title": "Katherine", "asin": "B005IXSRAO", "price": "$3.99"},
{"title": "Personal History: A Memoir", "asin": "B075NPC788", "price": "$0.00", "delivery": "Available instantly"},
{"title": "Becoming Led Zeppelin", "asin": "B0DMTKB2GY", "price": "$5.99"},
{"title": "Becoming Mike Nichols", "asin": "B01N07XPVM", "price": "$3.99"},
{"title": "Becoming Elizabeth (TV Series)", "asin": "B0D62X33V2", "price": "$2.99"},
{"title": "First Born", "asin": "B0DT56QP9K"},
{"title": "Becoming Iconic: Jonathan Baker", "asin": "B0B8TPBW68", "price": "$2.99"},
{"title": "Becoming You (TV Series)", "asin": "B0DGWRC66R"},
{"title": "Katherine Jenkins: Live At The O2 Arena", "asin": "B0DB4XDSFR"},
{"title": "Becoming Who I Was", "asin": "B07K7VCNRW", "price": "$2.99"},
{"title": "Biographies - Icons of History (TV Series)", "asin": "B00XQCFMT8"},
{"title": "Outspoken Biography: Take Up The Torch", "asin": "B0BN6WJ3FF"},
{"title": "H.M. The Queen: A Remarkable Life", "asin": "B0B7G94TQQ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-03T16:04:39.847Z", // 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>
|
2025-05-03T16:04:39.847Z
|
click_product
|
B0DCCCRYKL
|
rule
|
2025-05-03T16:04:39.847Z
|
click_product
|
B0DCCCRYKL
|
train
| 575 |
2025-05-03T16:04:39.847Z
|
click_product
|
B0DCCCRYKL
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "becoming katherine graham documentary"}],
"search_results": [{"title": "Becoming Katharine Graham", "asin": "B0DCCCRYKL"},
{"title": "Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZL32YPP", "price": "$14.99", "delivery": "FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5"},
{"title": "Billy Graham: An Extraordinary Journey", "asin": "B0CP6B1PPF", "price": "$1.99"},
{"title": "Katherine", "asin": "B005IXSRAO", "price": "$3.99"},
{"title": "Personal History: A Memoir", "asin": "B075NPC788", "price": "$0.00", "delivery": "Available instantly"},
{"title": "Becoming Led Zeppelin", "asin": "B0DMTKB2GY", "price": "$5.99"},
{"title": "Becoming Mike Nichols", "asin": "B01N07XPVM", "price": "$3.99"},
{"title": "Becoming Elizabeth (TV Series)", "asin": "B0D62X33V2", "price": "$2.99"},
{"title": "First Born", "asin": "B0DT56QP9K"},
{"title": "Becoming Iconic: Jonathan Baker", "asin": "B0B8TPBW68", "price": "$2.99"},
{"title": "Becoming You (TV Series)", "asin": "B0DGWRC66R"},
{"title": "Katherine Jenkins: Live At The O2 Arena", "asin": "B0DB4XDSFR"},
{"title": "Becoming Who I Was", "asin": "B07K7VCNRW", "price": "$2.99"},
{"title": "Biographies - Icons of History (TV Series)", "asin": "B00XQCFMT8"},
{"title": "Outspoken Biography: Take Up The Torch", "asin": "B0BN6WJ3FF"},
{"title": "H.M. The Queen: A Remarkable Life", "asin": "B0B7G94TQQ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-03T16:04:39.847Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"becoming katherine graham documentary\"}],\n\"search_results\": [{\"title\": \"Becoming Katharine Graham\", \"asin\": \"B0DCCCRYKL\"},\n{\"title\": \"Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZL32YPP\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5\"},\n{\"title\": \"Billy Graham: An Extraordinary Journey\", \"asin\": \"B0CP6B1PPF\", \"price\": \"$1.99\"},\n{\"title\": \"Katherine\", \"asin\": \"B005IXSRAO\", \"price\": \"$3.99\"},\n{\"title\": \"Personal History: A Memoir\", \"asin\": \"B075NPC788\", \"price\": \"$0.00\", \"delivery\": \"Available instantly\"},\n{\"title\": \"Becoming Led Zeppelin\", \"asin\": \"B0DMTKB2GY\", \"price\": \"$5.99\"},\n{\"title\": \"Becoming Mike Nichols\", \"asin\": \"B01N07XPVM\", \"price\": \"$3.99\"},\n{\"title\": \"Becoming Elizabeth (TV Series)\", \"asin\": \"B0D62X33V2\", \"price\": \"$2.99\"},\n{\"title\": \"First Born\", \"asin\": \"B0DT56QP9K\"},\n{\"title\": \"Becoming Iconic: Jonathan Baker\", \"asin\": \"B0B8TPBW68\", \"price\": \"$2.99\"},\n{\"title\": \"Becoming You (TV Series)\", \"asin\": \"B0DGWRC66R\"},\n{\"title\": \"Katherine Jenkins: Live At The O2 Arena\", \"asin\": \"B0DB4XDSFR\"},\n{\"title\": \"Becoming Who I Was\", \"asin\": \"B07K7VCNRW\", \"price\": \"$2.99\"},\n{\"title\": \"Biographies - Icons of History (TV Series)\", \"asin\": \"B00XQCFMT8\"},\n{\"title\": \"Outspoken Biography: Take Up The Torch\", \"asin\": \"B0BN6WJ3FF\"},\n{\"title\": \"H.M. The Queen: A Remarkable Life\", \"asin\": \"B0B7G94TQQ\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T16:05:55.489Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "becoming katherine graham documentary"}],
"search_results": [{"title": "Becoming Katharine Graham", "asin": "B0DCCCRYKL"},
{"title": "Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZL32YPP", "price": "$14.99", "delivery": "FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5"},
{"title": "Billy Graham: An Extraordinary Journey", "asin": "B0CP6B1PPF", "price": "$1.99"},
{"title": "Katherine", "asin": "B005IXSRAO", "price": "$3.99"},
{"title": "Personal History: A Memoir", "asin": "B075NPC788", "price": "$0.00", "delivery": "Available instantly"},
{"title": "Becoming Led Zeppelin", "asin": "B0DMTKB2GY", "price": "$5.99"},
{"title": "Becoming Mike Nichols", "asin": "B01N07XPVM", "price": "$3.99"},
{"title": "Becoming Elizabeth (TV Series)", "asin": "B0D62X33V2", "price": "$2.99"},
{"title": "First Born", "asin": "B0DT56QP9K"},
{"title": "Becoming Iconic: Jonathan Baker", "asin": "B0B8TPBW68", "price": "$2.99"},
{"title": "Becoming You (TV Series)", "asin": "B0DGWRC66R"},
{"title": "Katherine Jenkins: Live At The O2 Arena", "asin": "B0DB4XDSFR"},
{"title": "Becoming Who I Was", "asin": "B07K7VCNRW", "price": "$2.99"},
{"title": "Biographies - Icons of History (TV Series)", "asin": "B00XQCFMT8"},
{"title": "Outspoken Biography: Take Up The Torch", "asin": "B0BN6WJ3FF"},
{"title": "H.M. The Queen: A Remarkable Life", "asin": "B0B7G94TQQ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-03T16:05:55.489Z", // 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>
|
2025-05-03T16:05:55.489Z
|
click_product
|
B0DZL32YPP
|
rule
|
2025-05-03T16:05:55.489Z
|
click_product
|
B0DZL32YPP
|
train
| 576 |
2025-05-03T16:05:55.489Z
|
click_product
|
B0DZL32YPP
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "becoming katherine graham documentary"}],
"search_results": [{"title": "Becoming Katharine Graham", "asin": "B0DCCCRYKL"},
{"title": "Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZL32YPP", "price": "$14.99", "delivery": "FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5"},
{"title": "Billy Graham: An Extraordinary Journey", "asin": "B0CP6B1PPF", "price": "$1.99"},
{"title": "Katherine", "asin": "B005IXSRAO", "price": "$3.99"},
{"title": "Personal History: A Memoir", "asin": "B075NPC788", "price": "$0.00", "delivery": "Available instantly"},
{"title": "Becoming Led Zeppelin", "asin": "B0DMTKB2GY", "price": "$5.99"},
{"title": "Becoming Mike Nichols", "asin": "B01N07XPVM", "price": "$3.99"},
{"title": "Becoming Elizabeth (TV Series)", "asin": "B0D62X33V2", "price": "$2.99"},
{"title": "First Born", "asin": "B0DT56QP9K"},
{"title": "Becoming Iconic: Jonathan Baker", "asin": "B0B8TPBW68", "price": "$2.99"},
{"title": "Becoming You (TV Series)", "asin": "B0DGWRC66R"},
{"title": "Katherine Jenkins: Live At The O2 Arena", "asin": "B0DB4XDSFR"},
{"title": "Becoming Who I Was", "asin": "B07K7VCNRW", "price": "$2.99"},
{"title": "Biographies - Icons of History (TV Series)", "asin": "B00XQCFMT8"},
{"title": "Outspoken Biography: Take Up The Torch", "asin": "B0BN6WJ3FF"},
{"title": "H.M. The Queen: A Remarkable Life", "asin": "B0B7G94TQQ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-03T16:05:55.489Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"becoming katherine graham documentary\"}],\n\"product_details\": [{\"asin\": \"B0DZL32YPP\"},\n{\"title\": \"Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen) Paperback \\u2013 Large Print, March 5, 2025\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Personal History: A Memoir\", \"asin\": \"0375701044\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"Katharine Graham's Washington\", \"asin\": \"0375414711\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Katharine the Great: Katharine Graham and Her Washington Post Empire\", \"asin\": \"1631681583\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Maureen Dowd: The Untold Story of an American Journalist\", \"asin\": \"B0DZXKKD36\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"The Art of Power\", \"asin\": \"1398541060\", \"price\": \"$14.40\", \"quantity\": \"\"},\n{\"title\": \"Oath and Honor: the explosive inside story from the most senior Republican to stand up to Donald Trump\", \"asin\": \"1035416441\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"The Rulebreaker: The Life and Times of Barbara Walters\", \"asin\": \"1982197927\", \"price\": \"$14.73\", \"quantity\": \"\"},\n{\"title\": \"Ask Not: The Kennedys and the Women They Destroyed\", \"asin\": \"0316276170\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Classified Woman-The Sibel Edmonds Story: A Memoir\", \"asin\": \"0615602223\", \"price\": \"$14.95\", \"quantity\": \"\"},\n{\"title\": \"The Outlier: The Unfinished Presidency of Jimmy Carter\", \"asin\": \"0451495241\", \"price\": \"$13.27\", \"quantity\": \"\"},\n{\"title\": \"Family Reins: The Extraordinary Rise and Epic Fall of an American Dynasty\", \"asin\": \"B0DDB6YKH1\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"I\\u2019m Going Home: This Is The Story Of A Young Couple Struggling To Make A life For Themselves Cut Short By The Civil War\", \"asin\": \"1964629918\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"From Hillbilly Elegy to Political Legacy: The Life of True American Patriot J.D. Vance [Large Print]\", \"asin\": \"B0DCK48PGQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"JD Vance Biography: The 2024 Memoir: New Best Selling Political Books - From Hillbilly Elegy to Washington\", \"asin\": \"9363113787\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Out of the Shadows: My Life Inside the Wild World of Hunter Biden\", \"asin\": \"151078229X\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"The Happy Face Killer: A Daughter\\u2019s Reckoning with Her Father\\u2019s Crimes (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0F26TZ881\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"I'm Still Here: The Legacy of Eunice Paiva and Brazil\\u2019s Fight for Justice (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZ12SNFX\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"A Death In The Snow: The Karen Read Trial (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0F1MVWNT5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Last Take: The Death of Halyna Hutchins and the Fallout of the Rust Shooting (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0F1FGHP35\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Becoming Led Zeppelin: How Four Musicians Changed Rock Forever (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DYVMGV35\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Gone Girls of Gilgo Beach: The True Story Behind Ruby Franke\\u2019s Downfall (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZXY5JPV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Super Mario Bros. Movie: The Ultimate Fan Guide & Trivia Vault (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DYZMF3NF\", \"price\": \"$15.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T16:07:10.197Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "becoming katherine graham documentary"}],
"product_details": [{"asin": "B0DZL32YPP"},
{"title": "Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen) Paperback \u2013 Large Print, March 5, 2025"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Personal History: A Memoir", "asin": "0375701044", "price": "$14.96", "quantity": ""},
{"title": "Katharine Graham's Washington", "asin": "0375414711", "price": "$16.49", "quantity": ""},
{"title": "Katharine the Great: Katharine Graham and Her Washington Post Empire", "asin": "1631681583", "price": "$14.99", "quantity": ""},
{"title": "Maureen Dowd: The Untold Story of an American Journalist", "asin": "B0DZXKKD36", "price": "$17.99", "quantity": ""},
{"title": "The Art of Power", "asin": "1398541060", "price": "$14.40", "quantity": ""},
{"title": "Oath and Honor: the explosive inside story from the most senior Republican to stand up to Donald Trump", "asin": "1035416441", "price": "$16.99", "quantity": ""},
{"title": "The Rulebreaker: The Life and Times of Barbara Walters", "asin": "1982197927", "price": "$14.73", "quantity": ""},
{"title": "Ask Not: The Kennedys and the Women They Destroyed", "asin": "0316276170", "price": "$14.99", "quantity": ""},
{"title": "Classified Woman-The Sibel Edmonds Story: A Memoir", "asin": "0615602223", "price": "$14.95", "quantity": ""},
{"title": "The Outlier: The Unfinished Presidency of Jimmy Carter", "asin": "0451495241", "price": "$13.27", "quantity": ""},
{"title": "Family Reins: The Extraordinary Rise and Epic Fall of an American Dynasty", "asin": "B0DDB6YKH1", "price": "$18.99", "quantity": ""},
{"title": "I\u2019m Going Home: This Is The Story Of A Young Couple Struggling To Make A life For Themselves Cut Short By The Civil War", "asin": "1964629918", "price": "$33.99", "quantity": ""},
{"title": "From Hillbilly Elegy to Political Legacy: The Life of True American Patriot J.D. Vance [Large Print]", "asin": "B0DCK48PGQ", "price": "$15.99", "quantity": ""},
{"title": "JD Vance Biography: The 2024 Memoir: New Best Selling Political Books - From Hillbilly Elegy to Washington", "asin": "9363113787", "price": "$16.99", "quantity": ""},
{"title": "Out of the Shadows: My Life Inside the Wild World of Hunter Biden", "asin": "151078229X", "price": "$16.49", "quantity": ""},
{"title": "The Happy Face Killer: A Daughter\u2019s Reckoning with Her Father\u2019s Crimes (Reel to Reality: True Stories Behind the Screen)", "asin": "B0F26TZ881", "price": "$14.99", "quantity": ""},
{"title": "I'm Still Here: The Legacy of Eunice Paiva and Brazil\u2019s Fight for Justice (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZ12SNFX", "price": "$14.99", "quantity": ""},
{"title": "A Death In The Snow: The Karen Read Trial (Reel to Reality: True Stories Behind the Screen)", "asin": "B0F1MVWNT5", "price": "$14.99", "quantity": ""},
{"title": "Last Take: The Death of Halyna Hutchins and the Fallout of the Rust Shooting (Reel to Reality: True Stories Behind the Screen)", "asin": "B0F1FGHP35", "price": "$14.99", "quantity": ""},
{"title": "Becoming Led Zeppelin: How Four Musicians Changed Rock Forever (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DYVMGV35", "price": "$14.99", "quantity": ""},
{"title": "Gone Girls of Gilgo Beach: The True Story Behind Ruby Franke\u2019s Downfall (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZXY5JPV", "price": "$14.99", "quantity": ""},
{"title": "Super Mario Bros. Movie: The Ultimate Fan Guide & Trivia Vault (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DYZMF3NF", "price": "$15.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-03T16:07:10.197Z", // 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>
|
2025-05-03T16:07:10.197Z
|
purchase
|
B0DZL32YPP
|
rule
|
2025-05-03T16:07:10.197Z
|
purchase
|
B0DZL32YPP
|
train
| 577 |
2025-05-03T16:07:10.197Z
|
purchase
|
B0DZL32YPP
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "becoming katherine graham documentary"}],
"product_details": [{"asin": "B0DZL32YPP"},
{"title": "Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen) Paperback \u2013 Large Print, March 5, 2025"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Personal History: A Memoir", "asin": "0375701044", "price": "$14.96", "quantity": ""},
{"title": "Katharine Graham's Washington", "asin": "0375414711", "price": "$16.49", "quantity": ""},
{"title": "Katharine the Great: Katharine Graham and Her Washington Post Empire", "asin": "1631681583", "price": "$14.99", "quantity": ""},
{"title": "Maureen Dowd: The Untold Story of an American Journalist", "asin": "B0DZXKKD36", "price": "$17.99", "quantity": ""},
{"title": "The Art of Power", "asin": "1398541060", "price": "$14.40", "quantity": ""},
{"title": "Oath and Honor: the explosive inside story from the most senior Republican to stand up to Donald Trump", "asin": "1035416441", "price": "$16.99", "quantity": ""},
{"title": "The Rulebreaker: The Life and Times of Barbara Walters", "asin": "1982197927", "price": "$14.73", "quantity": ""},
{"title": "Ask Not: The Kennedys and the Women They Destroyed", "asin": "0316276170", "price": "$14.99", "quantity": ""},
{"title": "Classified Woman-The Sibel Edmonds Story: A Memoir", "asin": "0615602223", "price": "$14.95", "quantity": ""},
{"title": "The Outlier: The Unfinished Presidency of Jimmy Carter", "asin": "0451495241", "price": "$13.27", "quantity": ""},
{"title": "Family Reins: The Extraordinary Rise and Epic Fall of an American Dynasty", "asin": "B0DDB6YKH1", "price": "$18.99", "quantity": ""},
{"title": "I\u2019m Going Home: This Is The Story Of A Young Couple Struggling To Make A life For Themselves Cut Short By The Civil War", "asin": "1964629918", "price": "$33.99", "quantity": ""},
{"title": "From Hillbilly Elegy to Political Legacy: The Life of True American Patriot J.D. Vance [Large Print]", "asin": "B0DCK48PGQ", "price": "$15.99", "quantity": ""},
{"title": "JD Vance Biography: The 2024 Memoir: New Best Selling Political Books - From Hillbilly Elegy to Washington", "asin": "9363113787", "price": "$16.99", "quantity": ""},
{"title": "Out of the Shadows: My Life Inside the Wild World of Hunter Biden", "asin": "151078229X", "price": "$16.49", "quantity": ""},
{"title": "The Happy Face Killer: A Daughter\u2019s Reckoning with Her Father\u2019s Crimes (Reel to Reality: True Stories Behind the Screen)", "asin": "B0F26TZ881", "price": "$14.99", "quantity": ""},
{"title": "I'm Still Here: The Legacy of Eunice Paiva and Brazil\u2019s Fight for Justice (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZ12SNFX", "price": "$14.99", "quantity": ""},
{"title": "A Death In The Snow: The Karen Read Trial (Reel to Reality: True Stories Behind the Screen)", "asin": "B0F1MVWNT5", "price": "$14.99", "quantity": ""},
{"title": "Last Take: The Death of Halyna Hutchins and the Fallout of the Rust Shooting (Reel to Reality: True Stories Behind the Screen)", "asin": "B0F1FGHP35", "price": "$14.99", "quantity": ""},
{"title": "Becoming Led Zeppelin: How Four Musicians Changed Rock Forever (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DYVMGV35", "price": "$14.99", "quantity": ""},
{"title": "Gone Girls of Gilgo Beach: The True Story Behind Ruby Franke\u2019s Downfall (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZXY5JPV", "price": "$14.99", "quantity": ""},
{"title": "Super Mario Bros. Movie: The Ultimate Fan Guide & Trivia Vault (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DYZMF3NF", "price": "$15.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-03T16:07:10.197Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-05T21:19:31.668Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:19:31.668Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-05T21:19:31.668Z
|
click
|
suggested_term
|
rule
|
2025-05-05T21:19:31.668Z
|
click
|
suggested_term
|
train
| 578 |
2025-05-05T21:19:31.668Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:19:31.668Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B08J7M7RN8\"},\n{\"title\": \"Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation\"},\n{\"price\": \"$16.99\"},\n{\"bullet_list\": \"MATERAL:The Car Seat Rain Cover Made With High-Quality Materials For Proper Resilience.Food Grade Materia EVA,No Smell,Safe To Child. The Plastic Material Is Very Smooth And Soft To Touch. Universal Car Seat Rain Cover Is a Must-Have Item For Parents To Travel With Their Babies And Give Them The Best Care In a Safe Environment. FEATURE:There Are Air Holes On Both Sides Of The Car Seat Rain Cover, Make The Air Easier To Circulate. Easy To Attach, Remove, And Clean.Easy To Open Wide Zipper Opening For Easy Access To Your Baby, Plastic Cover To Cover The Handle Bar So You Can Have a Good Grip On The Handle Bar And Still Protect Your Baby From Raining In On Your Baby. Crystal Clear Cover Allows The Baby To Enjoy The Views While Providing Optimal Visualization Of Your Infant While In Infant Carrier Safe And Airy Ventilation Is Provided By Air Holes On Both Sides Of The Car Seat Rain Cover.Easy And Simple To Clean Where Dirt Can Be Wiped Off With Just a Damp Cloth. QUICK INSTALLATION & REMOVAL \\u2013 The Car Seat Rain Cover Both Go On Easily And Remove Just As Quickly For Parent-Friendly Use.Our Car Seat Rain Cover Is Designed To Fit Most Car Seat Carriers With Canopies. The Elastic Bottom Makes It Easy To Fit Over Most Styles And Brands Of Car Seats And Carriers. SATISFACTION GUARANTEED\\uff1aWe Are Confident In The Quality Of Our Car Seat Rain Cover And We Are Always Ready To Address Your Concerns. In Case You'Re Unhappy With Your Purchase Of Our Car Seat Rain Cover, Just Email Us And We Will Arrange The Refund Or Replacement Within 24 Hours!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag,...\", \"asin\": \"B0B281MNNB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation\", \"asin\": \"B088WPKP3T\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"bemece Car Seat Rain Cover, Baby Car Seat Rain Cover Universal with Side Ventilation and Quick-Access Large Window, Protected from Rain, Snow, Wind and Dust, Baby Travel Accessories\", \"asin\": \"B0DJNDNF1H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Bemece Stroller Rain Cover Universal Stroller, Travel Weather Shield Windproof and Waterproof Protect from Dust and Snow\", \"asin\": \"B07CNXQ65H\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear\", \"asin\": \"B07VVF594F\", \"price\": \"$18.97\", \"quantity\": \"\"},\n{\"title\": \"Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)\", \"asin\": \"B082496BPT\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Waterproof Baby Car Seat Cover\\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm\", \"asin\": \"B0CL79XM89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)\", \"asin\": \"B082496BPT\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Stilnati Car Seat Rain Cover Universal Baby Stroller Accessory for Any Type of Car Seat Waterproof Compatible with Doona Stroller Protect from Dust Snow Wind 1 Pcs\", \"asin\": \"B0CP4B3HG1\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Car Seat Covers for Babies - Warm and Cozy Baby Car Seat Cover for Boy Girl Waterproof and Windproof Protection Baby Cold Weather, Winter Infants Carseat Canopies Covers with Thick Plush Lining\", \"asin\": \"B0DDTWGCQS\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Waterproof Baby Car Seat Cover\\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm\", \"asin\": \"B0CL79XM89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag, Side Ventilation & Handle Opening, Provides Extra Protect Baby During The Covid-19, Baby Travel Accessories, Black\", \"asin\": \"B0B281MNNB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation\", \"asin\": \"B088WPKP3T\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear\", \"asin\": \"B07VVF594F\", \"price\": \"$18.97\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation\", \"asin\": \"B08J7M7RN8\", \"price\": \"$16.99\"},\n{\"title\": \"Stroller Rain Cover and Baby Stroller Mosquito Net(2-Piece Set),Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield\", \"asin\": \"B088T4VQRF\", \"price\": \"$17.99\"},\n{\"title\": \"Clear Stroller Rain Cover, Universal Travel Weather Shield Breathable Baby Stroller Rain Cover for Windproof, Waterproof, Protect from Sun Dust Snow\", \"asin\": \"B08K75WMWR\", \"price\": \"$9.98\"},\n{\"title\": \"Universal Baby Weather Car Seat Rain Cover Waterproof, Protect from Snow Dust\", \"asin\": \"B08CNKZZN6\", \"price\": \"$12.99\"},\n{\"title\": \"UPPAbaby Rain Shield for Mesa and Aria Infant Car Seat Carriers - Waterproof and Windproof Coverage - Ventilated Design - Quick Attachment\", \"asin\": \"B00WVUYXSW\", \"price\": \"$14.99\"},\n{\"title\": \"Stroller Rain Cover,Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield\", \"asin\": \"B08D7825DD\", \"price\": \"$17.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:20:22.852Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B08J7M7RN8"},
{"title": "Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation"},
{"price": "$16.99"},
{"bullet_list": "MATERAL:The Car Seat Rain Cover Made With High-Quality Materials For Proper Resilience.Food Grade Materia EVA,No Smell,Safe To Child. The Plastic Material Is Very Smooth And Soft To Touch. Universal Car Seat Rain Cover Is a Must-Have Item For Parents To Travel With Their Babies And Give Them The Best Care In a Safe Environment. FEATURE:There Are Air Holes On Both Sides Of The Car Seat Rain Cover, Make The Air Easier To Circulate. Easy To Attach, Remove, And Clean.Easy To Open Wide Zipper Opening For Easy Access To Your Baby, Plastic Cover To Cover The Handle Bar So You Can Have a Good Grip On The Handle Bar And Still Protect Your Baby From Raining In On Your Baby. Crystal Clear Cover Allows The Baby To Enjoy The Views While Providing Optimal Visualization Of Your Infant While In Infant Carrier Safe And Airy Ventilation Is Provided By Air Holes On Both Sides Of The Car Seat Rain Cover.Easy And Simple To Clean Where Dirt Can Be Wiped Off With Just a Damp Cloth. QUICK INSTALLATION & REMOVAL \u2013 The Car Seat Rain Cover Both Go On Easily And Remove Just As Quickly For Parent-Friendly Use.Our Car Seat Rain Cover Is Designed To Fit Most Car Seat Carriers With Canopies. The Elastic Bottom Makes It Easy To Fit Over Most Styles And Brands Of Car Seats And Carriers. SATISFACTION GUARANTEED\uff1aWe Are Confident In The Quality Of Our Car Seat Rain Cover And We Are Always Ready To Address Your Concerns. In Case You'Re Unhappy With Your Purchase Of Our Car Seat Rain Cover, Just Email Us And We Will Arrange The Refund Or Replacement Within 24 Hours!"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag,...", "asin": "B0B281MNNB", "price": "$24.99", "quantity": ""},
{"title": "Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation", "asin": "B088WPKP3T", "price": "$12.99", "quantity": ""},
{"title": "bemece Car Seat Rain Cover, Baby Car Seat Rain Cover Universal with Side Ventilation and Quick-Access Large Window, Protected from Rain, Snow, Wind and Dust, Baby Travel Accessories", "asin": "B0DJNDNF1H", "price": "$9.99", "quantity": ""},
{"title": "Bemece Stroller Rain Cover Universal Stroller, Travel Weather Shield Windproof and Waterproof Protect from Dust and Snow", "asin": "B07CNXQ65H", "price": "$17.98", "quantity": ""},
{"title": "Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear", "asin": "B07VVF594F", "price": "$18.97", "quantity": ""},
{"title": "Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)", "asin": "B082496BPT", "price": "$18.99", "quantity": ""},
{"title": "Waterproof Baby Car Seat Cover\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm", "asin": "B0CL79XM89", "price": "$27.99", "quantity": ""},
{"title": "Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)", "asin": "B082496BPT", "price": "$18.99", "quantity": ""},
{"title": "Stilnati Car Seat Rain Cover Universal Baby Stroller Accessory for Any Type of Car Seat Waterproof Compatible with Doona Stroller Protect from Dust Snow Wind 1 Pcs", "asin": "B0CP4B3HG1", "price": "$18.99", "quantity": ""},
{"title": "Car Seat Covers for Babies - Warm and Cozy Baby Car Seat Cover for Boy Girl Waterproof and Windproof Protection Baby Cold Weather, Winter Infants Carseat Canopies Covers with Thick Plush Lining", "asin": "B0DDTWGCQS", "price": "$30.99", "quantity": ""},
{"title": "Waterproof Baby Car Seat Cover\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm", "asin": "B0CL79XM89", "price": "$27.99", "quantity": ""},
{"title": "Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag, Side Ventilation & Handle Opening, Provides Extra Protect Baby During The Covid-19, Baby Travel Accessories, Black", "asin": "B0B281MNNB", "price": "$24.99", "quantity": ""},
{"title": "Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation", "asin": "B088WPKP3T", "price": "$12.99", "quantity": ""},
{"title": "Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear", "asin": "B07VVF594F", "price": "$18.97", "quantity": ""}],
"comparison_items": [{"title": "Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation", "asin": "B08J7M7RN8", "price": "$16.99"},
{"title": "Stroller Rain Cover and Baby Stroller Mosquito Net(2-Piece Set),Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield", "asin": "B088T4VQRF", "price": "$17.99"},
{"title": "Clear Stroller Rain Cover, Universal Travel Weather Shield Breathable Baby Stroller Rain Cover for Windproof, Waterproof, Protect from Sun Dust Snow", "asin": "B08K75WMWR", "price": "$9.98"},
{"title": "Universal Baby Weather Car Seat Rain Cover Waterproof, Protect from Snow Dust", "asin": "B08CNKZZN6", "price": "$12.99"},
{"title": "UPPAbaby Rain Shield for Mesa and Aria Infant Car Seat Carriers - Waterproof and Windproof Coverage - Ventilated Design - Quick Attachment", "asin": "B00WVUYXSW", "price": "$14.99"},
{"title": "Stroller Rain Cover,Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield", "asin": "B08D7825DD", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:20:22.852Z", // 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>
|
2025-05-05T21:20:22.852Z
|
click
|
nav_bar
|
rule
|
2025-05-05T21:20:22.852Z
|
click
|
nav_bar
|
train
| 579 |
2025-05-05T21:20:22.852Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B08J7M7RN8"},
{"title": "Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation"},
{"price": "$16.99"},
{"bullet_list": "MATERAL:The Car Seat Rain Cover Made With High-Quality Materials For Proper Resilience.Food Grade Materia EVA,No Smell,Safe To Child. The Plastic Material Is Very Smooth And Soft To Touch. Universal Car Seat Rain Cover Is a Must-Have Item For Parents To Travel With Their Babies And Give Them The Best Care In a Safe Environment. FEATURE:There Are Air Holes On Both Sides Of The Car Seat Rain Cover, Make The Air Easier To Circulate. Easy To Attach, Remove, And Clean.Easy To Open Wide Zipper Opening For Easy Access To Your Baby, Plastic Cover To Cover The Handle Bar So You Can Have a Good Grip On The Handle Bar And Still Protect Your Baby From Raining In On Your Baby. Crystal Clear Cover Allows The Baby To Enjoy The Views While Providing Optimal Visualization Of Your Infant While In Infant Carrier Safe And Airy Ventilation Is Provided By Air Holes On Both Sides Of The Car Seat Rain Cover.Easy And Simple To Clean Where Dirt Can Be Wiped Off With Just a Damp Cloth. QUICK INSTALLATION & REMOVAL \u2013 The Car Seat Rain Cover Both Go On Easily And Remove Just As Quickly For Parent-Friendly Use.Our Car Seat Rain Cover Is Designed To Fit Most Car Seat Carriers With Canopies. The Elastic Bottom Makes It Easy To Fit Over Most Styles And Brands Of Car Seats And Carriers. SATISFACTION GUARANTEED\uff1aWe Are Confident In The Quality Of Our Car Seat Rain Cover And We Are Always Ready To Address Your Concerns. In Case You'Re Unhappy With Your Purchase Of Our Car Seat Rain Cover, Just Email Us And We Will Arrange The Refund Or Replacement Within 24 Hours!"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag,...", "asin": "B0B281MNNB", "price": "$24.99", "quantity": ""},
{"title": "Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation", "asin": "B088WPKP3T", "price": "$12.99", "quantity": ""},
{"title": "bemece Car Seat Rain Cover, Baby Car Seat Rain Cover Universal with Side Ventilation and Quick-Access Large Window, Protected from Rain, Snow, Wind and Dust, Baby Travel Accessories", "asin": "B0DJNDNF1H", "price": "$9.99", "quantity": ""},
{"title": "Bemece Stroller Rain Cover Universal Stroller, Travel Weather Shield Windproof and Waterproof Protect from Dust and Snow", "asin": "B07CNXQ65H", "price": "$17.98", "quantity": ""},
{"title": "Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear", "asin": "B07VVF594F", "price": "$18.97", "quantity": ""},
{"title": "Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)", "asin": "B082496BPT", "price": "$18.99", "quantity": ""},
{"title": "Waterproof Baby Car Seat Cover\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm", "asin": "B0CL79XM89", "price": "$27.99", "quantity": ""},
{"title": "Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)", "asin": "B082496BPT", "price": "$18.99", "quantity": ""},
{"title": "Stilnati Car Seat Rain Cover Universal Baby Stroller Accessory for Any Type of Car Seat Waterproof Compatible with Doona Stroller Protect from Dust Snow Wind 1 Pcs", "asin": "B0CP4B3HG1", "price": "$18.99", "quantity": ""},
{"title": "Car Seat Covers for Babies - Warm and Cozy Baby Car Seat Cover for Boy Girl Waterproof and Windproof Protection Baby Cold Weather, Winter Infants Carseat Canopies Covers with Thick Plush Lining", "asin": "B0DDTWGCQS", "price": "$30.99", "quantity": ""},
{"title": "Waterproof Baby Car Seat Cover\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm", "asin": "B0CL79XM89", "price": "$27.99", "quantity": ""},
{"title": "Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag, Side Ventilation & Handle Opening, Provides Extra Protect Baby During The Covid-19, Baby Travel Accessories, Black", "asin": "B0B281MNNB", "price": "$24.99", "quantity": ""},
{"title": "Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation", "asin": "B088WPKP3T", "price": "$12.99", "quantity": ""},
{"title": "Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear", "asin": "B07VVF594F", "price": "$18.97", "quantity": ""}],
"comparison_items": [{"title": "Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation", "asin": "B08J7M7RN8", "price": "$16.99"},
{"title": "Stroller Rain Cover and Baby Stroller Mosquito Net(2-Piece Set),Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield", "asin": "B088T4VQRF", "price": "$17.99"},
{"title": "Clear Stroller Rain Cover, Universal Travel Weather Shield Breathable Baby Stroller Rain Cover for Windproof, Waterproof, Protect from Sun Dust Snow", "asin": "B08K75WMWR", "price": "$9.98"},
{"title": "Universal Baby Weather Car Seat Rain Cover Waterproof, Protect from Snow Dust", "asin": "B08CNKZZN6", "price": "$12.99"},
{"title": "UPPAbaby Rain Shield for Mesa and Aria Infant Car Seat Carriers - Waterproof and Windproof Coverage - Ventilated Design - Quick Attachment", "asin": "B00WVUYXSW", "price": "$14.99"},
{"title": "Stroller Rain Cover,Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield", "asin": "B08D7825DD", "price": "$17.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:20:22.852Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-05T21:20:28.020Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:20:28.020Z", // 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>
|
2025-05-05T21:20:28.020Z
|
click
|
suggested_term
|
rule
|
2025-05-05T21:20:28.020Z
|
click
|
suggested_term
|
train
| 580 |
2025-05-05T21:20:28.020Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:20:28.020Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"nuna car seat\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"ads\": [{\"title\": \"Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\"}],\n\"search_results\": [{\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n{\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n{\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n{\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n{\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey\", \"asin\": \"B07MP6VXS3\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n{\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n{\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue\", \"asin\": \"B07DGPGQXN\", \"price\": \"$209.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:22:45.631Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9"}],
"search_results": [{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey", "asin": "B07MP6VXS3", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue", "asin": "B07DGPGQXN", "price": "$209.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:22:45.631Z", // 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>
|
2025-05-05T21:22:45.631Z
|
input
|
nuna car seat
|
rule
|
2025-05-05T21:22:45.631Z
|
input
|
nuna car seat
|
train
| 581 |
2025-05-05T21:22:45.631Z
|
input
|
nuna car seat
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9"}],
"search_results": [{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey", "asin": "B07MP6VXS3", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue", "asin": "B07DGPGQXN", "price": "$209.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:22:45.631Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"nuna car seat\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"ads\": [{\"title\": \"Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\"}],\n\"search_results\": [{\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n{\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n{\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n{\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n{\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey\", \"asin\": \"B07MP6VXS3\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n{\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n{\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue\", \"asin\": \"B07DGPGQXN\", \"price\": \"$209.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:23:23.114Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9"}],
"search_results": [{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey", "asin": "B07MP6VXS3", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue", "asin": "B07DGPGQXN", "price": "$209.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:23:23.114Z", // 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>
|
2025-05-05T21:23:23.114Z
|
input
|
nuna car seat
|
rule
|
2025-05-05T21:23:23.114Z
|
input
|
nuna car seat
|
train
| 582 |
2025-05-05T21:23:23.114Z
|
input
|
nuna car seat
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9"}],
"search_results": [{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey", "asin": "B07MP6VXS3", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue", "asin": "B07DGPGQXN", "price": "$209.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:23:23.114Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"nuna car seat\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"ads\": [{\"title\": \"Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\"}],\n\"search_results\": [{\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n{\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n{\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n{\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n{\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey\", \"asin\": \"B07MP6VXS3\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n{\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n{\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue\", \"asin\": \"B07DGPGQXN\", \"price\": \"$209.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:23:24.154Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9"}],
"search_results": [{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey", "asin": "B07MP6VXS3", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue", "asin": "B07DGPGQXN", "price": "$209.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:23:24.154Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-05T21:23:24.154Z
|
click_product
|
B0DPGNHW3V
|
rule
|
2025-05-05T21:23:24.154Z
|
click_product
|
B0DPGNHW3V
|
train
| 583 |
2025-05-05T21:23:24.154Z
|
click_product
|
B0DPGNHW3V
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9"}],
"search_results": [{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey", "asin": "B07MP6VXS3", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue", "asin": "B07DGPGQXN", "price": "$209.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:23:24.154Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"nuna car seat\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"ads\": [{\"title\": \"Britax One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\"}],\n\"search_results\": [{\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n{\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n{\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n{\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n{\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)\", \"asin\": \"B0BH9GDZ8H\", \"price\": \"$523.80\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n{\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"},\n{\"title\": \"Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx\", \"asin\": \"B0BWH369CQ\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:24:13.633Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Britax One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6"}],
"search_results": [{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Thu, May 8"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)", "asin": "B0BH9GDZ8H", "price": "$523.80", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Thu, May 8"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"},
{"title": "Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx", "asin": "B0BWH369CQ", "price": "$249.99", "delivery": " Two-Day FREE delivery Wed, May 7"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:24:13.633Z", // 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>
|
2025-05-05T21:24:13.633Z
|
click_product
|
B0CVBNKXZS
|
rule
|
2025-05-05T21:24:13.633Z
|
click_product
|
B0CVBNKXZS
|
train
| 584 |
2025-05-05T21:24:13.633Z
|
click_product
|
B0CVBNKXZS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Britax One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6"}],
"search_results": [{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Thu, May 8"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)", "asin": "B0BH9GDZ8H", "price": "$523.80", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Thu, May 8"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"},
{"title": "Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx", "asin": "B0BWH369CQ", "price": "$249.99", "delivery": " Two-Day FREE delivery Wed, May 7"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:24:13.633Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"nuna car seat\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B0CVBNKXZS\"},\n{\"title\": \"UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\"},\n{\"price\": \"$349.99\"},\n{\"bullet_list\": \"Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\\u201d footprint to maximize space & accommodates European routing when installed without a base. It\\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Gwen\"}],\n\"promotion_items\": [{\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\\u00e9lange/Silver Frame/Chestnut Leather)\", \"asin\": \"B0D9XM8YH2\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall\", \"asin\": \"B0CMZFGLG1\", \"price\": \"$849.99\", \"quantity\": \"\"},\n{\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)\", \"asin\": \"B0DQ1N9R33\", \"price\": \"$479.99\", \"quantity\": \"\"},\n{\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood\", \"asin\": \"B0DN6HXXZR\", \"price\": \"$237.49\", \"quantity\": \"\"},\n{\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:24:43.322Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0CVBNKXZS"},
{"title": "UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)"},
{"price": "$349.99"},
{"bullet_list": "Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\u201d footprint to maximize space & accommodates European routing when installed without a base. It\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Gwen"}],
"promotion_items": [{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\u00e9lange/Silver Frame/Chestnut Leather)", "asin": "B0D9XM8YH2", "price": "$899.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall", "asin": "B0CMZFGLG1", "price": "$849.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)", "asin": "B0DQ1N9R33", "price": "$479.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood", "asin": "B0DN6HXXZR", "price": "$237.49", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:24:43.322Z", // 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>
|
2025-05-05T21:24:43.322Z
|
click
|
product_option
|
rule
|
2025-05-05T21:24:43.322Z
|
click
|
product_option
|
train
| 585 |
2025-05-05T21:24:43.322Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0CVBNKXZS"},
{"title": "UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)"},
{"price": "$349.99"},
{"bullet_list": "Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\u201d footprint to maximize space & accommodates European routing when installed without a base. It\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Gwen"}],
"promotion_items": [{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\u00e9lange/Silver Frame/Chestnut Leather)", "asin": "B0D9XM8YH2", "price": "$899.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall", "asin": "B0CMZFGLG1", "price": "$849.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)", "asin": "B0DQ1N9R33", "price": "$479.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood", "asin": "B0DN6HXXZR", "price": "$237.49", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:24:43.322Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"nuna car seat\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B0CVBNKXZS\"},\n{\"title\": \"UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\"},\n{\"price\": \"$349.99\"},\n{\"bullet_list\": \"Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\\u201d footprint to maximize space & accommodates European routing when installed without a base. It\\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Declan\"}],\n\"promotion_items\": [{\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\\u00e9lange/Silver Frame/Chestnut Leather)\", \"asin\": \"B0D9XM8YH2\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall\", \"asin\": \"B0CMZFGLG1\", \"price\": \"$849.99\", \"quantity\": \"\"},\n{\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)\", \"asin\": \"B0DQ1N9R33\", \"price\": \"$479.99\", \"quantity\": \"\"},\n{\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood\", \"asin\": \"B0DN6HXXZR\", \"price\": \"$237.49\", \"quantity\": \"\"},\n{\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:24:44.822Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0CVBNKXZS"},
{"title": "UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)"},
{"price": "$349.99"},
{"bullet_list": "Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\u201d footprint to maximize space & accommodates European routing when installed without a base. It\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Declan"}],
"promotion_items": [{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\u00e9lange/Silver Frame/Chestnut Leather)", "asin": "B0D9XM8YH2", "price": "$899.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall", "asin": "B0CMZFGLG1", "price": "$849.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)", "asin": "B0DQ1N9R33", "price": "$479.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood", "asin": "B0DN6HXXZR", "price": "$237.49", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:24:44.822Z", // 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>
|
2025-05-05T21:24:44.822Z
|
click
|
product_option
|
rule
|
2025-05-05T21:24:44.822Z
|
click
|
product_option
|
train
| 586 |
2025-05-05T21:24:44.822Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0CVBNKXZS"},
{"title": "UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)"},
{"price": "$349.99"},
{"bullet_list": "Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\u201d footprint to maximize space & accommodates European routing when installed without a base. It\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Declan"}],
"promotion_items": [{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\u00e9lange/Silver Frame/Chestnut Leather)", "asin": "B0D9XM8YH2", "price": "$899.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall", "asin": "B0CMZFGLG1", "price": "$849.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)", "asin": "B0DQ1N9R33", "price": "$479.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood", "asin": "B0DN6HXXZR", "price": "$237.49", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:24:44.822Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-05T21:35:25.756Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:35:25.756Z", // 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>
|
2025-05-05T21:35:25.756Z
|
click
|
suggested_term
|
rule
|
2025-05-05T21:35:25.756Z
|
click
|
suggested_term
|
train
| 587 |
2025-05-05T21:35:25.756Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:35:25.756Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"nuna car seat\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\\\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.\", \"asin\": \"B0C74MCH7F\"},\n{\"title\": \"Go to detail page for \\\"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\\\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.\", \"asin\": \"B0CRX89QY1\"}],\n\"search_results\": [{\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n{\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n{\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n{\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n{\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n{\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx\", \"asin\": \"B0BWH369CQ\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)\", \"asin\": \"B0BH9GDZ8H\", \"price\": \"$523.80\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:35:56.126Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Go to detail page for \"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.", "asin": "B0C74MCH7F"},
{"title": "Go to detail page for \"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.", "asin": "B0CRX89QY1"}],
"search_results": [{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Fri, May 9"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx", "asin": "B0BWH369CQ", "price": "$249.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)", "asin": "B0BH9GDZ8H", "price": "$523.80", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:35:56.126Z", // 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>
|
2025-05-05T21:35:56.126Z
|
click_product
|
B0CVBNKXZS
|
rule
|
2025-05-05T21:35:56.126Z
|
click_product
|
B0CVBNKXZS
|
train
| 588 |
2025-05-05T21:35:56.126Z
|
click_product
|
B0CVBNKXZS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Go to detail page for \"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.", "asin": "B0C74MCH7F"},
{"title": "Go to detail page for \"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.", "asin": "B0CRX89QY1"}],
"search_results": [{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Fri, May 9"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx", "asin": "B0BWH369CQ", "price": "$249.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)", "asin": "B0BH9GDZ8H", "price": "$523.80", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:35:56.126Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"nuna car seat\"}],\n\"product_details\": [{\"asin\": \"B0CVBNKXZS\"},\n{\"title\": \"UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\"},\n{\"price\": \"$349.99\"},\n{\"bullet_list\": \"Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\\u201d footprint to maximize space & accommodates European routing when installed without a base. It\\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Declan\"}],\n\"promotion_items\": [{\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall\", \"asin\": \"B0CMZFGLG1\", \"price\": \"$849.99\", \"quantity\": \"\"},\n{\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Momcozy Nursing Bras for Breastfeeding, YN21 Seamless Ultra Comfort Maternity Bra, Natural Shape, Pregnancy Sleep Bralette\", \"asin\": \"B09QXKXC4C\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n{\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Nanit Pro Smart Baby Monitor & Wall Mount \\u2013 1080p Secure Wi-Fi Video Camera, Sensor-Free Sleep & Breathing Motion Tracker, 2-Way Audio, Sound & Motion Alerts, Night Vision, and Breathing Band - White\", \"asin\": \"B08R13YRTD\", \"price\": \"$237.45\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:36:00.380Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"product_details": [{"asin": "B0CVBNKXZS"},
{"title": "UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)"},
{"price": "$349.99"},
{"bullet_list": "Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\u201d footprint to maximize space & accommodates European routing when installed without a base. It\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Declan"}],
"promotion_items": [{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall", "asin": "B0CMZFGLG1", "price": "$849.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Momcozy Nursing Bras for Breastfeeding, YN21 Seamless Ultra Comfort Maternity Bra, Natural Shape, Pregnancy Sleep Bralette", "asin": "B09QXKXC4C", "price": "$29.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "Nanit Pro Smart Baby Monitor & Wall Mount \u2013 1080p Secure Wi-Fi Video Camera, Sensor-Free Sleep & Breathing Motion Tracker, 2-Way Audio, Sound & Motion Alerts, Night Vision, and Breathing Band - White", "asin": "B08R13YRTD", "price": "$237.45", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:36:00.380Z", // 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>
|
2025-05-05T21:36:00.380Z
|
click
|
product_option
|
rule
|
2025-05-05T21:36:00.380Z
|
click
|
product_option
|
train
| 589 |
2025-05-05T21:36:00.380Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"product_details": [{"asin": "B0CVBNKXZS"},
{"title": "UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)"},
{"price": "$349.99"},
{"bullet_list": "Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\u201d footprint to maximize space & accommodates European routing when installed without a base. It\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Declan"}],
"promotion_items": [{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall", "asin": "B0CMZFGLG1", "price": "$849.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Momcozy Nursing Bras for Breastfeeding, YN21 Seamless Ultra Comfort Maternity Bra, Natural Shape, Pregnancy Sleep Bralette", "asin": "B09QXKXC4C", "price": "$29.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "Nanit Pro Smart Baby Monitor & Wall Mount \u2013 1080p Secure Wi-Fi Video Camera, Sensor-Free Sleep & Breathing Motion Tracker, 2-Way Audio, Sound & Motion Alerts, Night Vision, and Breathing Band - White", "asin": "B08R13YRTD", "price": "$237.45", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:36:00.380Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-24T02:36:38.226Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:36:46.832Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"nuna car seat\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\\\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.\", \"asin\": \"B0C74MCH7F\"},\n{\"title\": \"Go to detail page for \\\"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\\\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.\", \"asin\": \"B0CRX89QY1\"}],\n\"search_results\": [{\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n{\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n{\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n{\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n{\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n{\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx\", \"asin\": \"B0BWH369CQ\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)\", \"asin\": \"B0BH9GDZ8H\", \"price\": \"$523.80\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n{\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:36:45.497Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Go to detail page for \"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.", "asin": "B0C74MCH7F"},
{"title": "Go to detail page for \"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.", "asin": "B0CRX89QY1"}],
"search_results": [{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Fri, May 9"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx", "asin": "B0BWH369CQ", "price": "$249.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)", "asin": "B0BH9GDZ8H", "price": "$523.80", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:36:45.497Z", // 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>
|
2025-05-05T21:36:45.497Z
|
click
|
filter
|
rule
|
2025-05-05T21:36:45.497Z
|
click
|
filter
|
train
| 590 |
2025-05-05T21:36:45.497Z
|
click
|
filter
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-04-24T02:36:38.226Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:36:46.832Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "nuna car seat"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Go to detail page for \"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.", "asin": "B0C74MCH7F"},
{"title": "Go to detail page for \"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.", "asin": "B0CRX89QY1"}],
"search_results": [{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Fri, May 9"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx", "asin": "B0BWH369CQ", "price": "$249.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)", "asin": "B0BH9GDZ8H", "price": "$523.80", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-05T21:36:45.497Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-07T01:15:49.268Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T01:15:49.268Z", // 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>
|
2025-05-07T01:15:49.268Z
|
click
|
suggested_term
|
rule
|
2025-05-07T01:15:49.268Z
|
click
|
suggested_term
|
train
| 591 |
2025-05-07T01:15:49.268Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T01:15:49.268Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:33.702Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:30:41.802Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"tide fragrance free\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Tide Oxi Boost Power PODS Laundry Detergent Pods, 45 Count, Stain Remover Plus Oxi Power.\\\" Rated 4.8 out of 5 stars by 528 reviews. Eligible for Prime.\", \"asin\": \"B0DJPNYMF7\"},\n{\"title\": \"Go to detail page for \\\"Tide Oxi Boost Power PODS Laundry Detergent Pods, 57 Count, Stain Remover Plus Oxi Power.\\\" Eligible for Prime.\", \"asin\": \"B0DL75MCHZ\"},\n{\"title\": \"Go to detail page for \\\"Tide Oxi Boost Power PODS Laundry Detergent Pods, 32 Count, Stain Remover Plus Oxi Power.\\\" Eligible for Prime.\", \"asin\": \"B0DL6MTZ94\"}],\n\"search_results\": [{\"title\": \"Free & Gentle, Liquid Laundry Detergent Soap, Unscented, Hypoallergenic for Sensitive Skin and Free of Dyes, HE Compatible, 64 Loads, 84 fl oz\", \"asin\": \"B085V5ZMV9\", \"price\": \"$12.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible\", \"asin\": \"B0CQ3D4H1Y\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent\", \"asin\": \"B0BTKKJLLS\", \"price\": \"$27.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Simply Liquid Laundry Detergent, Free & Sensitive, 89 Loads, 117 oz, Tide Liquid Laundry Detergent, Laundry Soap\", \"asin\": \"B0CPTDGG31\", \"price\": \"$10.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Free & Gentle Liquid Laundry Detergent, 113 Loads, 4.4 L, Tide Laundry Detergent, Clean Laundry Detergent\", \"asin\": \"B0CPTDTQN1\", \"price\": \"$22.56\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Free & Gentle Liquid Laundry Detergent, 63 fl oz, 48 Loads, HE Compatible\", \"asin\": \"B0CQ3ZH4QW\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 74 loads, 105 fl oz\", \"asin\": \"B0CQ3VZPMV\", \"price\": \"$16.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"PODS Free & Gentle Liquid Laundry Detergent Pacs, 76 count\", \"asin\": \"B0BSJSFY1M\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Free & Gentle Liquid Laundry Detergent, 84 fl oz, 64 Loads, HE Compatible\", \"asin\": \"B0CQPPT3LP\", \"price\": \"$12.97\", \"delivery\": \" FREE delivery Tomorrow 10 AM - 12 PM on orders over $50\"},\n{\"title\": \"PODS Free and Gentle Odor Refresh Laundry Detergent Pacs, 45 Count, Hypoallergenic Laundry Detergent Pacs\", \"asin\": \"B0DQR9VRQ9\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 81 Count, Tide PODS Laundry Detergent\", \"asin\": \"B00VRAF7ZU\", \"price\": \"$21.28\", \"delivery\": \" Two-Day FREE delivery Thu, May 8\"},\n{\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 57 Count, Tide PODS Laundry Detergent\", \"asin\": \"B00J98YDPW\", \"price\": \"$14.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Hygienic Clean Heavy Duty 10x Free Power PODS Laundry Detergent 45 count Unscented For Visible and Invisible Dirt\", \"asin\": \"B0BSJS7RZW\", \"price\": \"$23.89\", \"delivery\": \" Two-Day FREE delivery Thu, May 8\"},\n{\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 42 Count, Tide PODS Laundry Detergent (Packaging May Vary)\", \"asin\": \"B0747YGSFP\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"PODS Ultra OXI Free Laundry Detergent Pacs, National Eczema Association and National Psoriasis Foundation Recommended, 57 count\", \"asin\": \"B0BSK7K5M5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Purclean Liquid Laundry Detergent, Unscented, 63 fl oz, 48 Loads\", \"asin\": \"B0CQ3W1CMS\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Free and Gentle Odor Refresh Laundry Detergent Liquid, 65 Count, 92 fl oz, Hypoallergenic Laundry Detergent\", \"asin\": \"B0DQVJKJF2\", \"price\": \"$16.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Free & Gentle HE Liquid Laundry Detergent, Unscented, 1.09 L (24 Loads) - Packaging May Vary\", \"asin\": \"B00IZUK1GA\", \"price\": \"$16.00\", \"delivery\": \"FREE delivery Thu, May 15 Or fastest delivery May 8 - 9 Only 8 left in stock - order soon.\"},\n{\"title\": \"Free and Gentle Odor Refresh Laundry Detergent Liquid, 94 Count, 132 fl oz, Hypoallergenic Laundry Detergent\", \"asin\": \"B0DQVG5WX7\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Free And Gentle Eco-Box Laundry Detergent Liquid Soap, Ultra Concentrated He, 96 Loads - Unscented And Hypoallergenic For Sensitive Skin, Free And Clear Of Dyes And Perfumes\", \"asin\": \"B084W9WDJL\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Wed, May 14 Only 4 left in stock - order soon.\"},\n{\"title\": \"Clean and Gentle Powder Laundry Detergent, Unscented, 68 Loads, 77 oz\", \"asin\": \"B0DT4T9DHN\", \"price\": \"$18.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"PODS Free & Gentle Liquid Laundry Detergent Pacs, 35 count\", \"asin\": \"B00J98YB8G\", \"price\": \"$10.99\", \"delivery\": \" FREE delivery Tomorrow 10 AM - 12 PM on orders over $50\"},\n{\"title\": \"Power PODs Hygienic Clean Heavy Duty Liquid Laundry Detergent Pacs, Free and Clear of Dyes and Perfumes, For Visible and Invisible Dirt, 45 Count, HE Compatible\", \"asin\": \"B0BJM1MXG5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"PODS Free and Gentle, Laundry Detergent Soap PODS, HE, 96 Count - Unscented and Hypoallergenic for Sensitive Skin, Free and Clear of Dyes and Perfumes\", \"asin\": \"B07JMK7STT\", \"price\": \"$36.20\", \"delivery\": \"FREE delivery May 8 - 9\"},\n{\"title\": \"Free & Gentle, 95 Oz, Unscented, Powder\", \"asin\": \"B009P7XF7Y\", \"price\": \"$177.89\", \"delivery\": \"FREE delivery May 12 - 14 Or fastest delivery Fri, May 9 Only 6 left in stock - order soon.\"},\n{\"title\": \"Simply Clean & Sensitive Laundry Detergent, Cool Cotton Scent, 89 Loads, 117 Fl Oz, Tide Laundry Detergent, Laundry Soap\", \"asin\": \"B0CPTF4DW6\", \"price\": \"$10.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 102 Count, Tide PODS Laundry Detergent, Laundry Detergent Pacs, Laundry PODS Detergent\", \"asin\": \"B0DKVNZ34S\", \"price\": \"$24.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Tide Free & Gentle Liquid Laundry Detergent, 96 loads 138 fl oz, 138 Fl Oz\", \"asin\": \"B085F79BWG\", \"price\": \"$39.89\", \"delivery\": \"FREE delivery Thu, May 15\"},\n{\"title\": \"Free & Gentle Liquid Laundry Detergent, Unscented, 1.47 L (32 Loads)\", \"asin\": \"B00199IHP6\", \"price\": \"$25.60\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"Free and Gentle HE Liquid Laundry Detergent, Unscented and Hypoallergenic for Sensitive Skin, 32 Loads (Packaging May Vary)\", \"asin\": \"B00IO973QS\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 106 loads, 149 oz\", \"asin\": \"B0CPTDNJ14\"},\n{\"title\": \"Free & Gentle Liquid Laundry Detergent, 64 loads\", \"asin\": \"B0864N3WPL\"},\n{\"title\": \"PGC41823, Free & Gentle Detergent, 1 / Bottle\", \"asin\": \"B0864MM6JF\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 21 - Jun 13 for Prime members\"},\n{\"title\": \"PODS Free & Gentle, Laundry Detergent Soap Pods, Unscented, 3 Bag Value Pack, 111 Count, HE Compatible\", \"asin\": \"B09FFWSHF8\"},\n{\"title\": \"Laundry Detergent Pods, Free & Gentle, 81 Count (Pack of 1)\", \"asin\": \"B074QVFKVL\"},\n{\"title\": \"Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible\", \"asin\": \"B0DBX4F5JG\"},\n{\"title\": \"PODS Liquid Laundry Detergent Pacs Free & Gentle 152-count, LARGE, White\", \"asin\": \"B0BHZGSW49\", \"price\": \"$50.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Rinse & Refresh Free & Gentle Laundry Odor Remover and Fabric Softener, Fragrance Free, 48 fl oz, No Dyes or Heavy Perfumes\", \"asin\": \"B0C8X88GG2\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n{\"title\": \"Liquid Laundry Detergent, Free Clear for Sensitive Skin, Unscented and Hypoallergenic, 2X Concentrated, 110 Loads\", \"asin\": \"B07GWW54HL\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Deep Clean Free & Clear Liquid Laundry Detergent, Free of Dyes, Perfumes and Phosphates, Dermatologist Tested, 102 Fl Oz, 68 Loads\", \"asin\": \"B0DSQYRCQ7\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Sensitive Skin Free & Clear Liquid Laundry Detergent, 105 fl oz, 105 Loads\", \"asin\": \"B0BBNC6WCM\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Ultra OXI Power PODS with Odor Eliminators Laundry Detergent Pacs, For Visible and Invisible Dirt, 45 Count, Tide PODS Laundry Detergent, Laundry Pacs\", \"asin\": \"B0BSK1B5G3\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Power Sheets Laundry Detergent, Fragrance Free, Dermatologist Tested Concentrated Laundry Detergent Sheets, 50 Count, up to 100 Small Loads\", \"asin\": \"B0CVLXB8WR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Laundry Detergent Liquid, Original Scent, HE Compatible, 100 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)\", \"asin\": \"B0BNWCTNYN\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Free & Gentle Liquid Laundry Detergent, 107 loads 154 fl oz, HE Compatible\", \"asin\": \"B09TWQR5GD\", \"price\": \"$37.98\", \"delivery\": \" Two-Day FREE delivery Thu, May 8\"},\n{\"title\": \"Mighty Pacs with stainlifters free clear Laundry Detergent, Free Clear for Sensitive Skin, 66 Count - (Pack of 2)\", \"asin\": \"B08CNGPC5B\", \"price\": \"$35.84\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Simply All-In-One Liquid Laundry Detergent, Daybreak Fresh Scent, 138 Loads, 182 fl oz\", \"asin\": \"B0DPGH8KKD\", \"price\": \"$14.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n{\"title\": \"Laundry Detergent Liquid, Free Clear for Sensitive Skin, Odor Relief, Unscented and Hypoallergenic, 2X Concentrated, 90 Loads\", \"asin\": \"B08ZHJNCFQ\", \"price\": \"$21.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T01:16:29.662Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "tide fragrance free"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Go to detail page for \"Tide Oxi Boost Power PODS Laundry Detergent Pods, 45 Count, Stain Remover Plus Oxi Power.\" Rated 4.8 out of 5 stars by 528 reviews. Eligible for Prime.", "asin": "B0DJPNYMF7"},
{"title": "Go to detail page for \"Tide Oxi Boost Power PODS Laundry Detergent Pods, 57 Count, Stain Remover Plus Oxi Power.\" Eligible for Prime.", "asin": "B0DL75MCHZ"},
{"title": "Go to detail page for \"Tide Oxi Boost Power PODS Laundry Detergent Pods, 32 Count, Stain Remover Plus Oxi Power.\" Eligible for Prime.", "asin": "B0DL6MTZ94"}],
"search_results": [{"title": "Free & Gentle, Liquid Laundry Detergent Soap, Unscented, Hypoallergenic for Sensitive Skin and Free of Dyes, HE Compatible, 64 Loads, 84 fl oz", "asin": "B085V5ZMV9", "price": "$12.75", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible", "asin": "B0CQ3D4H1Y", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent", "asin": "B0BTKKJLLS", "price": "$27.24", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Simply Liquid Laundry Detergent, Free & Sensitive, 89 Loads, 117 oz, Tide Liquid Laundry Detergent, Laundry Soap", "asin": "B0CPTDGG31", "price": "$10.44", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 113 Loads, 4.4 L, Tide Laundry Detergent, Clean Laundry Detergent", "asin": "B0CPTDTQN1", "price": "$22.56", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 63 fl oz, 48 Loads, HE Compatible", "asin": "B0CQ3ZH4QW", "price": "$10.97", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 74 loads, 105 fl oz", "asin": "B0CQ3VZPMV", "price": "$16.88", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "PODS Free & Gentle Liquid Laundry Detergent Pacs, 76 count", "asin": "B0BSJSFY1M", "price": "$19.97", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 84 fl oz, 64 Loads, HE Compatible", "asin": "B0CQPPT3LP", "price": "$12.97", "delivery": " FREE delivery Tomorrow 10 AM - 12 PM on orders over $50"},
{"title": "PODS Free and Gentle Odor Refresh Laundry Detergent Pacs, 45 Count, Hypoallergenic Laundry Detergent Pacs", "asin": "B0DQR9VRQ9", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 81 Count, Tide PODS Laundry Detergent", "asin": "B00VRAF7ZU", "price": "$21.28", "delivery": " Two-Day FREE delivery Thu, May 8"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 57 Count, Tide PODS Laundry Detergent", "asin": "B00J98YDPW", "price": "$14.97", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Hygienic Clean Heavy Duty 10x Free Power PODS Laundry Detergent 45 count Unscented For Visible and Invisible Dirt", "asin": "B0BSJS7RZW", "price": "$23.89", "delivery": " Two-Day FREE delivery Thu, May 8"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 42 Count, Tide PODS Laundry Detergent (Packaging May Vary)", "asin": "B0747YGSFP", "price": "$12.97", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Ultra OXI Free Laundry Detergent Pacs, National Eczema Association and National Psoriasis Foundation Recommended, 57 count", "asin": "B0BSK7K5M5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Purclean Liquid Laundry Detergent, Unscented, 63 fl oz, 48 Loads", "asin": "B0CQ3W1CMS", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free and Gentle Odor Refresh Laundry Detergent Liquid, 65 Count, 92 fl oz, Hypoallergenic Laundry Detergent", "asin": "B0DQVJKJF2", "price": "$16.46", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free & Gentle HE Liquid Laundry Detergent, Unscented, 1.09 L (24 Loads) - Packaging May Vary", "asin": "B00IZUK1GA", "price": "$16.00", "delivery": "FREE delivery Thu, May 15 Or fastest delivery May 8 - 9 Only 8 left in stock - order soon."},
{"title": "Free and Gentle Odor Refresh Laundry Detergent Liquid, 94 Count, 132 fl oz, Hypoallergenic Laundry Detergent", "asin": "B0DQVG5WX7", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free And Gentle Eco-Box Laundry Detergent Liquid Soap, Ultra Concentrated He, 96 Loads - Unscented And Hypoallergenic For Sensitive Skin, Free And Clear Of Dyes And Perfumes", "asin": "B084W9WDJL", "price": "$47.99", "delivery": "FREE delivery Wed, May 14 Only 4 left in stock - order soon."},
{"title": "Clean and Gentle Powder Laundry Detergent, Unscented, 68 Loads, 77 oz", "asin": "B0DT4T9DHN", "price": "$18.89", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free & Gentle Liquid Laundry Detergent Pacs, 35 count", "asin": "B00J98YB8G", "price": "$10.99", "delivery": " FREE delivery Tomorrow 10 AM - 12 PM on orders over $50"},
{"title": "Power PODs Hygienic Clean Heavy Duty Liquid Laundry Detergent Pacs, Free and Clear of Dyes and Perfumes, For Visible and Invisible Dirt, 45 Count, HE Compatible", "asin": "B0BJM1MXG5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free and Gentle, Laundry Detergent Soap PODS, HE, 96 Count - Unscented and Hypoallergenic for Sensitive Skin, Free and Clear of Dyes and Perfumes", "asin": "B07JMK7STT", "price": "$36.20", "delivery": "FREE delivery May 8 - 9"},
{"title": "Free & Gentle, 95 Oz, Unscented, Powder", "asin": "B009P7XF7Y", "price": "$177.89", "delivery": "FREE delivery May 12 - 14 Or fastest delivery Fri, May 9 Only 6 left in stock - order soon."},
{"title": "Simply Clean & Sensitive Laundry Detergent, Cool Cotton Scent, 89 Loads, 117 Fl Oz, Tide Laundry Detergent, Laundry Soap", "asin": "B0CPTF4DW6", "price": "$10.44", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 102 Count, Tide PODS Laundry Detergent, Laundry Detergent Pacs, Laundry PODS Detergent", "asin": "B0DKVNZ34S", "price": "$24.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Tide Free & Gentle Liquid Laundry Detergent, 96 loads 138 fl oz, 138 Fl Oz", "asin": "B085F79BWG", "price": "$39.89", "delivery": "FREE delivery Thu, May 15"},
{"title": "Free & Gentle Liquid Laundry Detergent, Unscented, 1.47 L (32 Loads)", "asin": "B00199IHP6", "price": "$25.60", "delivery": "FREE delivery Thu, May 8"},
{"title": "Free and Gentle HE Liquid Laundry Detergent, Unscented and Hypoallergenic for Sensitive Skin, 32 Loads (Packaging May Vary)", "asin": "B00IO973QS", "price": "$26.00", "delivery": "FREE delivery Thu, May 8"},
{"title": "Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 106 loads, 149 oz", "asin": "B0CPTDNJ14"},
{"title": "Free & Gentle Liquid Laundry Detergent, 64 loads", "asin": "B0864N3WPL"},
{"title": "PGC41823, Free & Gentle Detergent, 1 / Bottle", "asin": "B0864MM6JF", "price": "$19.99", "delivery": "FREE delivery May 21 - Jun 13 for Prime members"},
{"title": "PODS Free & Gentle, Laundry Detergent Soap Pods, Unscented, 3 Bag Value Pack, 111 Count, HE Compatible", "asin": "B09FFWSHF8"},
{"title": "Laundry Detergent Pods, Free & Gentle, 81 Count (Pack of 1)", "asin": "B074QVFKVL"},
{"title": "Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible", "asin": "B0DBX4F5JG"},
{"title": "PODS Liquid Laundry Detergent Pacs Free & Gentle 152-count, LARGE, White", "asin": "B0BHZGSW49", "price": "$50.52", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Rinse & Refresh Free & Gentle Laundry Odor Remover and Fabric Softener, Fragrance Free, 48 fl oz, No Dyes or Heavy Perfumes", "asin": "B0C8X88GG2", "price": "$12.99", "delivery": "FREE delivery Mon, May 12 for Prime members"},
{"title": "Liquid Laundry Detergent, Free Clear for Sensitive Skin, Unscented and Hypoallergenic, 2X Concentrated, 110 Loads", "asin": "B07GWW54HL", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Deep Clean Free & Clear Liquid Laundry Detergent, Free of Dyes, Perfumes and Phosphates, Dermatologist Tested, 102 Fl Oz, 68 Loads", "asin": "B0DSQYRCQ7", "price": "$11.98", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Sensitive Skin Free & Clear Liquid Laundry Detergent, 105 fl oz, 105 Loads", "asin": "B0BBNC6WCM", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Ultra OXI Power PODS with Odor Eliminators Laundry Detergent Pacs, For Visible and Invisible Dirt, 45 Count, Tide PODS Laundry Detergent, Laundry Pacs", "asin": "B0BSK1B5G3", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Power Sheets Laundry Detergent, Fragrance Free, Dermatologist Tested Concentrated Laundry Detergent Sheets, 50 Count, up to 100 Small Loads", "asin": "B0CVLXB8WR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Laundry Detergent Liquid, Original Scent, HE Compatible, 100 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)", "asin": "B0BNWCTNYN", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free & Gentle Liquid Laundry Detergent, 107 loads 154 fl oz, HE Compatible", "asin": "B09TWQR5GD", "price": "$37.98", "delivery": " Two-Day FREE delivery Thu, May 8"},
{"title": "Mighty Pacs with stainlifters free clear Laundry Detergent, Free Clear for Sensitive Skin, 66 Count - (Pack of 2)", "asin": "B08CNGPC5B", "price": "$35.84", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Simply All-In-One Liquid Laundry Detergent, Daybreak Fresh Scent, 138 Loads, 182 fl oz", "asin": "B0DPGH8KKD", "price": "$14.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Laundry Detergent Liquid, Free Clear for Sensitive Skin, Odor Relief, Unscented and Hypoallergenic, 2X Concentrated, 90 Loads", "asin": "B08ZHJNCFQ", "price": "$21.65", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T01:16:29.662Z", // 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>
|
2025-05-07T01:16:29.662Z
|
click_product
|
B0BTKKJLLS
|
rule
|
2025-05-07T01:16:29.662Z
|
click_product
|
B0BTKKJLLS
|
train
| 592 |
2025-05-07T01:16:29.662Z
|
click_product
|
B0BTKKJLLS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:33.702Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:30:41.802Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "tide fragrance free"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Go to detail page for \"Tide Oxi Boost Power PODS Laundry Detergent Pods, 45 Count, Stain Remover Plus Oxi Power.\" Rated 4.8 out of 5 stars by 528 reviews. Eligible for Prime.", "asin": "B0DJPNYMF7"},
{"title": "Go to detail page for \"Tide Oxi Boost Power PODS Laundry Detergent Pods, 57 Count, Stain Remover Plus Oxi Power.\" Eligible for Prime.", "asin": "B0DL75MCHZ"},
{"title": "Go to detail page for \"Tide Oxi Boost Power PODS Laundry Detergent Pods, 32 Count, Stain Remover Plus Oxi Power.\" Eligible for Prime.", "asin": "B0DL6MTZ94"}],
"search_results": [{"title": "Free & Gentle, Liquid Laundry Detergent Soap, Unscented, Hypoallergenic for Sensitive Skin and Free of Dyes, HE Compatible, 64 Loads, 84 fl oz", "asin": "B085V5ZMV9", "price": "$12.75", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible", "asin": "B0CQ3D4H1Y", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent", "asin": "B0BTKKJLLS", "price": "$27.24", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Simply Liquid Laundry Detergent, Free & Sensitive, 89 Loads, 117 oz, Tide Liquid Laundry Detergent, Laundry Soap", "asin": "B0CPTDGG31", "price": "$10.44", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 113 Loads, 4.4 L, Tide Laundry Detergent, Clean Laundry Detergent", "asin": "B0CPTDTQN1", "price": "$22.56", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 63 fl oz, 48 Loads, HE Compatible", "asin": "B0CQ3ZH4QW", "price": "$10.97", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 74 loads, 105 fl oz", "asin": "B0CQ3VZPMV", "price": "$16.88", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "PODS Free & Gentle Liquid Laundry Detergent Pacs, 76 count", "asin": "B0BSJSFY1M", "price": "$19.97", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 84 fl oz, 64 Loads, HE Compatible", "asin": "B0CQPPT3LP", "price": "$12.97", "delivery": " FREE delivery Tomorrow 10 AM - 12 PM on orders over $50"},
{"title": "PODS Free and Gentle Odor Refresh Laundry Detergent Pacs, 45 Count, Hypoallergenic Laundry Detergent Pacs", "asin": "B0DQR9VRQ9", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 81 Count, Tide PODS Laundry Detergent", "asin": "B00VRAF7ZU", "price": "$21.28", "delivery": " Two-Day FREE delivery Thu, May 8"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 57 Count, Tide PODS Laundry Detergent", "asin": "B00J98YDPW", "price": "$14.97", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Hygienic Clean Heavy Duty 10x Free Power PODS Laundry Detergent 45 count Unscented For Visible and Invisible Dirt", "asin": "B0BSJS7RZW", "price": "$23.89", "delivery": " Two-Day FREE delivery Thu, May 8"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 42 Count, Tide PODS Laundry Detergent (Packaging May Vary)", "asin": "B0747YGSFP", "price": "$12.97", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Ultra OXI Free Laundry Detergent Pacs, National Eczema Association and National Psoriasis Foundation Recommended, 57 count", "asin": "B0BSK7K5M5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Purclean Liquid Laundry Detergent, Unscented, 63 fl oz, 48 Loads", "asin": "B0CQ3W1CMS", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free and Gentle Odor Refresh Laundry Detergent Liquid, 65 Count, 92 fl oz, Hypoallergenic Laundry Detergent", "asin": "B0DQVJKJF2", "price": "$16.46", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free & Gentle HE Liquid Laundry Detergent, Unscented, 1.09 L (24 Loads) - Packaging May Vary", "asin": "B00IZUK1GA", "price": "$16.00", "delivery": "FREE delivery Thu, May 15 Or fastest delivery May 8 - 9 Only 8 left in stock - order soon."},
{"title": "Free and Gentle Odor Refresh Laundry Detergent Liquid, 94 Count, 132 fl oz, Hypoallergenic Laundry Detergent", "asin": "B0DQVG5WX7", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free And Gentle Eco-Box Laundry Detergent Liquid Soap, Ultra Concentrated He, 96 Loads - Unscented And Hypoallergenic For Sensitive Skin, Free And Clear Of Dyes And Perfumes", "asin": "B084W9WDJL", "price": "$47.99", "delivery": "FREE delivery Wed, May 14 Only 4 left in stock - order soon."},
{"title": "Clean and Gentle Powder Laundry Detergent, Unscented, 68 Loads, 77 oz", "asin": "B0DT4T9DHN", "price": "$18.89", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free & Gentle Liquid Laundry Detergent Pacs, 35 count", "asin": "B00J98YB8G", "price": "$10.99", "delivery": " FREE delivery Tomorrow 10 AM - 12 PM on orders over $50"},
{"title": "Power PODs Hygienic Clean Heavy Duty Liquid Laundry Detergent Pacs, Free and Clear of Dyes and Perfumes, For Visible and Invisible Dirt, 45 Count, HE Compatible", "asin": "B0BJM1MXG5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free and Gentle, Laundry Detergent Soap PODS, HE, 96 Count - Unscented and Hypoallergenic for Sensitive Skin, Free and Clear of Dyes and Perfumes", "asin": "B07JMK7STT", "price": "$36.20", "delivery": "FREE delivery May 8 - 9"},
{"title": "Free & Gentle, 95 Oz, Unscented, Powder", "asin": "B009P7XF7Y", "price": "$177.89", "delivery": "FREE delivery May 12 - 14 Or fastest delivery Fri, May 9 Only 6 left in stock - order soon."},
{"title": "Simply Clean & Sensitive Laundry Detergent, Cool Cotton Scent, 89 Loads, 117 Fl Oz, Tide Laundry Detergent, Laundry Soap", "asin": "B0CPTF4DW6", "price": "$10.44", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 102 Count, Tide PODS Laundry Detergent, Laundry Detergent Pacs, Laundry PODS Detergent", "asin": "B0DKVNZ34S", "price": "$24.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Tide Free & Gentle Liquid Laundry Detergent, 96 loads 138 fl oz, 138 Fl Oz", "asin": "B085F79BWG", "price": "$39.89", "delivery": "FREE delivery Thu, May 15"},
{"title": "Free & Gentle Liquid Laundry Detergent, Unscented, 1.47 L (32 Loads)", "asin": "B00199IHP6", "price": "$25.60", "delivery": "FREE delivery Thu, May 8"},
{"title": "Free and Gentle HE Liquid Laundry Detergent, Unscented and Hypoallergenic for Sensitive Skin, 32 Loads (Packaging May Vary)", "asin": "B00IO973QS", "price": "$26.00", "delivery": "FREE delivery Thu, May 8"},
{"title": "Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 106 loads, 149 oz", "asin": "B0CPTDNJ14"},
{"title": "Free & Gentle Liquid Laundry Detergent, 64 loads", "asin": "B0864N3WPL"},
{"title": "PGC41823, Free & Gentle Detergent, 1 / Bottle", "asin": "B0864MM6JF", "price": "$19.99", "delivery": "FREE delivery May 21 - Jun 13 for Prime members"},
{"title": "PODS Free & Gentle, Laundry Detergent Soap Pods, Unscented, 3 Bag Value Pack, 111 Count, HE Compatible", "asin": "B09FFWSHF8"},
{"title": "Laundry Detergent Pods, Free & Gentle, 81 Count (Pack of 1)", "asin": "B074QVFKVL"},
{"title": "Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible", "asin": "B0DBX4F5JG"},
{"title": "PODS Liquid Laundry Detergent Pacs Free & Gentle 152-count, LARGE, White", "asin": "B0BHZGSW49", "price": "$50.52", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Rinse & Refresh Free & Gentle Laundry Odor Remover and Fabric Softener, Fragrance Free, 48 fl oz, No Dyes or Heavy Perfumes", "asin": "B0C8X88GG2", "price": "$12.99", "delivery": "FREE delivery Mon, May 12 for Prime members"},
{"title": "Liquid Laundry Detergent, Free Clear for Sensitive Skin, Unscented and Hypoallergenic, 2X Concentrated, 110 Loads", "asin": "B07GWW54HL", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Deep Clean Free & Clear Liquid Laundry Detergent, Free of Dyes, Perfumes and Phosphates, Dermatologist Tested, 102 Fl Oz, 68 Loads", "asin": "B0DSQYRCQ7", "price": "$11.98", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Sensitive Skin Free & Clear Liquid Laundry Detergent, 105 fl oz, 105 Loads", "asin": "B0BBNC6WCM", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Ultra OXI Power PODS with Odor Eliminators Laundry Detergent Pacs, For Visible and Invisible Dirt, 45 Count, Tide PODS Laundry Detergent, Laundry Pacs", "asin": "B0BSK1B5G3", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Power Sheets Laundry Detergent, Fragrance Free, Dermatologist Tested Concentrated Laundry Detergent Sheets, 50 Count, up to 100 Small Loads", "asin": "B0CVLXB8WR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Laundry Detergent Liquid, Original Scent, HE Compatible, 100 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)", "asin": "B0BNWCTNYN", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free & Gentle Liquid Laundry Detergent, 107 loads 154 fl oz, HE Compatible", "asin": "B09TWQR5GD", "price": "$37.98", "delivery": " Two-Day FREE delivery Thu, May 8"},
{"title": "Mighty Pacs with stainlifters free clear Laundry Detergent, Free Clear for Sensitive Skin, 66 Count - (Pack of 2)", "asin": "B08CNGPC5B", "price": "$35.84", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Simply All-In-One Liquid Laundry Detergent, Daybreak Fresh Scent, 138 Loads, 182 fl oz", "asin": "B0DPGH8KKD", "price": "$14.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Laundry Detergent Liquid, Free Clear for Sensitive Skin, Odor Relief, Unscented and Hypoallergenic, 2X Concentrated, 90 Loads", "asin": "B08ZHJNCFQ", "price": "$21.65", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T01:16:29.662Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"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\": \"2025-05-07T09:31:53.789Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|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": "2025-05-07T09:31:53.789Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:31:53.789Z
|
click
|
search
|
rule
|
2025-05-07T09:31:53.789Z
|
click
|
search
|
train
| 593 |
2025-05-07T09:31:53.789Z
|
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": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|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": "2025-05-07T09:31:53.789Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"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\": \"pen holder for desk\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\\\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.\", \"asin\": \"B07Z1WMR1J\"},\n{\"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\\\" Price $15.99. Eligible for Prime.\", \"asin\": \"B07M7TG31M\"},\n{\"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\\\" Price $16.99. Eligible for Prime.\", \"asin\": \"B08CXDZ7V7\"}],\n\"search_results\": [{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer\", \"asin\": \"B089119T67\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office\", \"asin\": \"B0CQP9LYXC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)\", \"asin\": \"B0BYMRJD7R\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\\\" x 6.5\\\" x 6.25\\\")\", \"asin\": \"B004GGMODU\", \"price\": \"$15.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer\", \"asin\": \"B08ZY9QZMN\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack\", \"asin\": \"B07M74SH62\", \"price\": \"$13.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)\", \"asin\": \"B0DNF6SM6H\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Ludato Desk Organizers Mesh Pencil Holder\\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories\", \"asin\": \"B0B1VBG8GX\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Wire Mesh Pen Cup, Black\", \"asin\": \"B07VVB7DSK\", \"price\": \"$10.44\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)\", \"asin\": \"B0DP47CFFQ\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)\", \"asin\": \"B0C61NVPSY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments\", \"asin\": \"B09JW9CM2Z\", \"price\": \"$13.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black\", \"asin\": \"B01N9HQM9F\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black\", \"asin\": \"B0914XSKJS\", \"price\": \"$11.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower\", \"asin\": \"B0BN32K6R7\", \"price\": \"$13.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)\", \"asin\": \"B0DJHC2999\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home\", \"asin\": \"B0D2L93985\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply\", \"asin\": \"B0C7P3WMZC\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black\", \"asin\": \"B07R7FZ6RG\", \"price\": \"$33.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Pencil Holder For Desk,5 Slots 360\\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)\", \"asin\": \"B0C4F8RNF9\", \"price\": \"$8.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom\", \"asin\": \"B0CPSP37Z4\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage\", \"asin\": \"B09W99RDTZ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black\", \"asin\": \"B00H5CVCN0\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black\", \"asin\": \"B098DDZLNM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 9\"},\n{\"title\": \"BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer\", \"asin\": \"B0CHJNZWCR\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer\", \"asin\": \"B09ZQRTQJ2\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pencil Holder - I'll Remember It Later\", \"asin\": \"B08746H17J\", \"price\": \"$13.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black\", \"asin\": \"B0CWXCL59W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black\", \"asin\": \"B0D21XGQS3\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)\", \"asin\": \"B0C6QMPX37\", \"price\": \"$15.74\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs\", \"asin\": \"B08MFBJDJR\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Dark Green Pen Pencil Holder for Desk, 360\\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating\", \"asin\": \"B0CFXW2SXD\", \"price\": \"$8.78\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black\", \"asin\": \"B0DB8F7GDN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)\", \"asin\": \"B0DNFCNB4F\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)\", \"asin\": \"B0CCV45WXK\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White\", \"asin\": \"B093C7Q5V1\", \"price\": \"$8.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black\", \"asin\": \"B07WFZFLH9\", \"price\": \"$12.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup\", \"asin\": \"B00PX9R6HS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies\", \"asin\": \"B08VN8VTQQ\", \"price\": \"$13.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White\", \"asin\": \"B07RY2ZPK6\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:32:48.913Z\", // 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:31:53.789Z", "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": "pen holder for desk"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.", "asin": "B07Z1WMR1J"},
{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\" Price $15.99. Eligible for Prime.", "asin": "B07M7TG31M"},
{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\" Price $16.99. Eligible for Prime.", "asin": "B08CXDZ7V7"}],
"search_results": [{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer", "asin": "B089119T67", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office", "asin": "B0CQP9LYXC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)", "asin": "B0BYMRJD7R", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches", "asin": "B07YJHJ79X", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\" x 6.5\" x 6.25\")", "asin": "B004GGMODU", "price": "$15.55", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer", "asin": "B08ZY9QZMN", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack", "asin": "B07M74SH62", "price": "$13.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)", "asin": "B0DNF6SM6H", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Ludato Desk Organizers Mesh Pencil Holder\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories", "asin": "B0B1VBG8GX", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Basics Wire Mesh Pen Cup, Black", "asin": "B07VVB7DSK", "price": "$10.44", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)", "asin": "B0DP47CFFQ", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)", "asin": "B0C61NVPSY", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments", "asin": "B09JW9CM2Z", "price": "$13.85", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black", "asin": "B01N9HQM9F", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black", "asin": "B0914XSKJS", "price": "$11.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower", "asin": "B0BN32K6R7", "price": "$13.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)", "asin": "B0DJHC2999", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home", "asin": "B0D2L93985", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply", "asin": "B0C7P3WMZC", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black", "asin": "B07R7FZ6RG", "price": "$33.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Pencil Holder For Desk,5 Slots 360\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)", "asin": "B0C4F8RNF9", "price": "$8.45", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom", "asin": "B0CPSP37Z4", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage", "asin": "B09W99RDTZ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black", "asin": "B00H5CVCN0", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black", "asin": "B098DDZLNM", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, May 9"},
{"title": "BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer", "asin": "B0CHJNZWCR", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer", "asin": "B09ZQRTQJ2", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pencil Holder - I'll Remember It Later", "asin": "B08746H17J", "price": "$13.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black", "asin": "B0CWXCL59W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black", "asin": "B0D21XGQS3", "price": "$11.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)", "asin": "B0C6QMPX37", "price": "$15.74", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs", "asin": "B08MFBJDJR", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Dark Green Pen Pencil Holder for Desk, 360\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating", "asin": "B0CFXW2SXD", "price": "$8.78", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black", "asin": "B0DB8F7GDN", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)", "asin": "B0DNFCNB4F", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)", "asin": "B0CY9FWV19", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)", "asin": "B0CCV45WXK", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White", "asin": "B093C7Q5V1", "price": "$8.96", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black", "asin": "B07WFZFLH9", "price": "$12.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup", "asin": "B00PX9R6HS", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies", "asin": "B08VN8VTQQ", "price": "$13.88", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White", "asin": "B07RY2ZPK6", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:32:48.913Z", // 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>
|
2025-05-07T09:32:48.913Z
|
click_product
|
B0C5M4FXD3
|
rule
|
2025-05-07T09:32:48.913Z
|
click_product
|
B0C5M4FXD3
|
train
| 594 |
2025-05-07T09:32:48.913Z
|
click_product
|
B0C5M4FXD3
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:31:53.789Z", "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": "pen holder for desk"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.", "asin": "B07Z1WMR1J"},
{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\" Price $15.99. Eligible for Prime.", "asin": "B07M7TG31M"},
{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\" Price $16.99. Eligible for Prime.", "asin": "B08CXDZ7V7"}],
"search_results": [{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer", "asin": "B089119T67", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office", "asin": "B0CQP9LYXC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)", "asin": "B0BYMRJD7R", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches", "asin": "B07YJHJ79X", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\" x 6.5\" x 6.25\")", "asin": "B004GGMODU", "price": "$15.55", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer", "asin": "B08ZY9QZMN", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack", "asin": "B07M74SH62", "price": "$13.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)", "asin": "B0DNF6SM6H", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Ludato Desk Organizers Mesh Pencil Holder\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories", "asin": "B0B1VBG8GX", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Basics Wire Mesh Pen Cup, Black", "asin": "B07VVB7DSK", "price": "$10.44", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)", "asin": "B0DP47CFFQ", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)", "asin": "B0C61NVPSY", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments", "asin": "B09JW9CM2Z", "price": "$13.85", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black", "asin": "B01N9HQM9F", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black", "asin": "B0914XSKJS", "price": "$11.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower", "asin": "B0BN32K6R7", "price": "$13.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)", "asin": "B0DJHC2999", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home", "asin": "B0D2L93985", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply", "asin": "B0C7P3WMZC", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black", "asin": "B07R7FZ6RG", "price": "$33.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Pencil Holder For Desk,5 Slots 360\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)", "asin": "B0C4F8RNF9", "price": "$8.45", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom", "asin": "B0CPSP37Z4", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage", "asin": "B09W99RDTZ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black", "asin": "B00H5CVCN0", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black", "asin": "B098DDZLNM", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, May 9"},
{"title": "BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer", "asin": "B0CHJNZWCR", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer", "asin": "B09ZQRTQJ2", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pencil Holder - I'll Remember It Later", "asin": "B08746H17J", "price": "$13.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black", "asin": "B0CWXCL59W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black", "asin": "B0D21XGQS3", "price": "$11.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)", "asin": "B0C6QMPX37", "price": "$15.74", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs", "asin": "B08MFBJDJR", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Dark Green Pen Pencil Holder for Desk, 360\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating", "asin": "B0CFXW2SXD", "price": "$8.78", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black", "asin": "B0DB8F7GDN", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)", "asin": "B0DNFCNB4F", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)", "asin": "B0CY9FWV19", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)", "asin": "B0CCV45WXK", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White", "asin": "B093C7Q5V1", "price": "$8.96", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black", "asin": "B07WFZFLH9", "price": "$12.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup", "asin": "B00PX9R6HS", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies", "asin": "B08VN8VTQQ", "price": "$13.88", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White", "asin": "B07RY2ZPK6", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:32:48.913Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pen holder for desk\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B0C5M4FXD3\"},\n{\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\"},\n{\"price\": \"$7.99\"},\n{\"bullet_list\": \"\\u3010Smart 360 Degree Revolving Design\\u3011: This desktop organizer can be turned up to 360-degree rotation to the left and right. This storage caddy allows you to keep all of your small items within reach while staying out of your way. You can always get what you want quickly and easily. The product can be bilaterally and smoothly rotated, just turn as you please \\u3010Ultra-Large Capacity\\u3011: The special round design of the organizer was designed to make items easy to reach, even when stored on upper shelves; Divided into 5 compartments, this spinning container makes it easy to separate and store a wide variety of items; Use this convenient storage to keep children's crafting items all in one place; Great for school supplies, Perfect for home or commercial workspaces \\u3010Multipurpose Desktop Organizer\\u3011: This rotating storage organizer is perfect for pencils, cosmetics, bathroom necessities, toiletries, and even kitchen utensils. Try it in your craft room, playroom, laundry/utility room, and even inside bathroom cabinets or under the sink; Store extra office supplies like painting pens, correction tape, scissors, TV Remote, and more; Even headphones or a charger will no longer be lying around in the future! Maximize your vertical space and keep your desk clear \\u3010Premium Material\\u3011This desk caddy is crafted from durable ABS plastic, ensuring its strength and solidity for long-term use. The non-slip feet protect your desk from scratches. Additionally, its waterproof design makes it effortless to clean, maintaining its pristine appearance over time \\u3010Best Choice\\u3011The all-in-one desk pen organizer be certain to bring our customers more convenience in the office and be popular in our daily life. If you have any questions, please feel free to contact us and we'll help to solve it in 24 hours. You take NO RISK by ordering today\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grey\"}],\n\"promotion_items\": [{\"title\": \"Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...\", \"asin\": \"B0DNF5MYXX\", \"price\": \"$7.49\", \"quantity\": \"\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(Beige)\", \"asin\": \"B0DC41PZHJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School\", \"asin\": \"B09G29LJJR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT\", \"asin\": \"B0CR9TYXTQ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"VaeFae Bamboo Pen Holder Organizer, 360\\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.\", \"asin\": \"B08ZSKXJ1M\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Marbrasse Acrylic Pen Holder, 360-degree Rotating Clear Pen Organizer for Desk, Desktop Stationery Organizer Caddy for Office School Home & Art Supplies (Acrylic Hexagon)\", \"asin\": \"B08RD9B3CF\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT\", \"asin\": \"B0CR9TYXTQ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"SKYDUE 360 Rotating Purple Pen & Art Supply Organizer - 5 Slot Desk Organizer for Office, School, Home\", \"asin\": \"B0CHRLLPLV\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Desk Organizer, 360-Degree Rotating Pen Holder, Desk Organizers and Accessories wit...\", \"asin\": \"B0F1TN7VRZ\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Desk Pencil Pen Holder, 5 Slots 360\\u00b0Degree Rotating Organizers for, Desktop Storage...\", \"asin\": \"B0C4BGGPQY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...\", \"asin\": \"B0DNF5MYXX\", \"price\": \"$7.49\", \"quantity\": \"\"},\n{\"title\": \"Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School\", \"asin\": \"B09G29LJJR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(White)\", \"asin\": \"B0DLNRN9LW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Hennaja Round Leather Art Supply Organizer,Remote Control Holder,360 Degree Rotating,Multi-Functional Pencil Holder,4 Compartments Desktop Stationary Organizer(1-Blue Bird)\", \"asin\": \"B09YR38NNZ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"VaeFae Bamboo Pen Holder Organizer, 360\\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.\", \"asin\": \"B08ZSKXJ1M\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Utoplike Bamboo Rotating Art Supply Desk Organizer, Pencil Holder Organizer, Desktop Storage Caddy for Pen, Colored Pencil, Crayon, Paint Brushes, Art Studio&Office\", \"asin\": \"B0882SHBCL\", \"price\": \"$26.79\", \"quantity\": \"\"},\n{\"title\": \"360 Degree Rotating Desk Organizer, Pencil Pen Holder with 5 Compartments and Tray ...\", \"asin\": \"B0DNF7XCPB\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School\", \"asin\": \"B09G29LJJR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT\", \"asin\": \"B0CR9TYXTQ\", \"price\": \"$7.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Marbrasse\\u00a0Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\"},\n{\"title\": \"Qmoso\\u00a0360 Degree Rotating Desk Organizer, Pencil Pen Holder for Desk with 5 Compartments and Tray Accessories, Desktop Supplies Organization,Smooth Rotating Pen Holder Apply for Home, Office, School(Green)\", \"asin\": \"B0DNF6D6T4\", \"price\": \"$8.99\"},\n{\"title\": \"Marbrasse\\u00a0Desk Organizer, 360-Degree Rotating Pen Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer (Dark green)\", \"asin\": \"B0DGT4NQ35\", \"price\": \"$8.99\"},\n{\"title\": \"Marbrasse\\u00a0Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes\", \"asin\": \"B088BC5BLC\", \"price\": \"$26.99\"},\n{\"title\": \"Nuozme\\u00a0Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)\", \"asin\": \"B0DP47CFFQ\", \"price\": \"$6.99\"},\n{\"title\": \"minimaliving\\u00a0Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:33:26.040Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pen holder for desk"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0C5M4FXD3"},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09"},
{"price": "$7.99"},
{"bullet_list": "\u3010Smart 360 Degree Revolving Design\u3011: This desktop organizer can be turned up to 360-degree rotation to the left and right. This storage caddy allows you to keep all of your small items within reach while staying out of your way. You can always get what you want quickly and easily. The product can be bilaterally and smoothly rotated, just turn as you please \u3010Ultra-Large Capacity\u3011: The special round design of the organizer was designed to make items easy to reach, even when stored on upper shelves; Divided into 5 compartments, this spinning container makes it easy to separate and store a wide variety of items; Use this convenient storage to keep children's crafting items all in one place; Great for school supplies, Perfect for home or commercial workspaces \u3010Multipurpose Desktop Organizer\u3011: This rotating storage organizer is perfect for pencils, cosmetics, bathroom necessities, toiletries, and even kitchen utensils. Try it in your craft room, playroom, laundry/utility room, and even inside bathroom cabinets or under the sink; Store extra office supplies like painting pens, correction tape, scissors, TV Remote, and more; Even headphones or a charger will no longer be lying around in the future! Maximize your vertical space and keep your desk clear \u3010Premium Material\u3011This desk caddy is crafted from durable ABS plastic, ensuring its strength and solidity for long-term use. The non-slip feet protect your desk from scratches. Additionally, its waterproof design makes it effortless to clean, maintaining its pristine appearance over time \u3010Best Choice\u3011The all-in-one desk pen organizer be certain to bring our customers more convenience in the office and be popular in our daily life. If you have any questions, please feel free to contact us and we'll help to solve it in 24 hours. You take NO RISK by ordering today"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Grey"}],
"promotion_items": [{"title": "Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...", "asin": "B0DNF5MYXX", "price": "$7.49", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(Beige)", "asin": "B0DC41PZHJ", "price": "$7.99", "quantity": ""},
{"title": "Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School", "asin": "B09G29LJJR", "price": "$26.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT", "asin": "B0CR9TYXTQ", "price": "$7.99", "quantity": ""},
{"title": "VaeFae Bamboo Pen Holder Organizer, 360\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.", "asin": "B08ZSKXJ1M", "price": "$27.99", "quantity": ""},
{"title": "Marbrasse Acrylic Pen Holder, 360-degree Rotating Clear Pen Organizer for Desk, Desktop Stationery Organizer Caddy for Office School Home & Art Supplies (Acrylic Hexagon)", "asin": "B08RD9B3CF", "price": "$29.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT", "asin": "B0CR9TYXTQ", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Rotating Purple Pen & Art Supply Organizer - 5 Slot Desk Organizer for Office, School, Home", "asin": "B0CHRLLPLV", "price": "$9.98", "quantity": ""},
{"title": "Desk Organizer, 360-Degree Rotating Pen Holder, Desk Organizers and Accessories wit...", "asin": "B0F1TN7VRZ", "price": "$8.99", "quantity": ""},
{"title": "Desk Pencil Pen Holder, 5 Slots 360\u00b0Degree Rotating Organizers for, Desktop Storage...", "asin": "B0C4BGGPQY", "price": "$9.99", "quantity": ""},
{"title": "Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...", "asin": "B0DNF5MYXX", "price": "$7.49", "quantity": ""},
{"title": "Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School", "asin": "B09G29LJJR", "price": "$26.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(White)", "asin": "B0DLNRN9LW", "price": "$6.99", "quantity": ""},
{"title": "Hennaja Round Leather Art Supply Organizer,Remote Control Holder,360 Degree Rotating,Multi-Functional Pencil Holder,4 Compartments Desktop Stationary Organizer(1-Blue Bird)", "asin": "B09YR38NNZ", "price": "$19.99", "quantity": ""},
{"title": "VaeFae Bamboo Pen Holder Organizer, 360\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.", "asin": "B08ZSKXJ1M", "price": "$27.99", "quantity": ""},
{"title": "Utoplike Bamboo Rotating Art Supply Desk Organizer, Pencil Holder Organizer, Desktop Storage Caddy for Pen, Colored Pencil, Crayon, Paint Brushes, Art Studio&Office", "asin": "B0882SHBCL", "price": "$26.79", "quantity": ""},
{"title": "360 Degree Rotating Desk Organizer, Pencil Pen Holder with 5 Compartments and Tray ...", "asin": "B0DNF7XCPB", "price": "$8.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School", "asin": "B09G29LJJR", "price": "$26.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT", "asin": "B0CR9TYXTQ", "price": "$7.99", "quantity": ""}],
"comparison_items": [{"title": "Marbrasse\u00a0Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99"},
{"title": "Qmoso\u00a0360 Degree Rotating Desk Organizer, Pencil Pen Holder for Desk with 5 Compartments and Tray Accessories, Desktop Supplies Organization,Smooth Rotating Pen Holder Apply for Home, Office, School(Green)", "asin": "B0DNF6D6T4", "price": "$8.99"},
{"title": "Marbrasse\u00a0Desk Organizer, 360-Degree Rotating Pen Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer (Dark green)", "asin": "B0DGT4NQ35", "price": "$8.99"},
{"title": "Marbrasse\u00a0Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes", "asin": "B088BC5BLC", "price": "$26.99"},
{"title": "Nuozme\u00a0Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)", "asin": "B0DP47CFFQ", "price": "$6.99"},
{"title": "minimaliving\u00a0Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)", "asin": "B0CY9FWV19", "price": "$7.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:33:26.040Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:33:26.040Z
|
click
|
product_option
|
rule
|
2025-05-07T09:33:26.040Z
|
click
|
product_option
|
train
| 595 |
2025-05-07T09:33:26.040Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pen holder for desk"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0C5M4FXD3"},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09"},
{"price": "$7.99"},
{"bullet_list": "\u3010Smart 360 Degree Revolving Design\u3011: This desktop organizer can be turned up to 360-degree rotation to the left and right. This storage caddy allows you to keep all of your small items within reach while staying out of your way. You can always get what you want quickly and easily. The product can be bilaterally and smoothly rotated, just turn as you please \u3010Ultra-Large Capacity\u3011: The special round design of the organizer was designed to make items easy to reach, even when stored on upper shelves; Divided into 5 compartments, this spinning container makes it easy to separate and store a wide variety of items; Use this convenient storage to keep children's crafting items all in one place; Great for school supplies, Perfect for home or commercial workspaces \u3010Multipurpose Desktop Organizer\u3011: This rotating storage organizer is perfect for pencils, cosmetics, bathroom necessities, toiletries, and even kitchen utensils. Try it in your craft room, playroom, laundry/utility room, and even inside bathroom cabinets or under the sink; Store extra office supplies like painting pens, correction tape, scissors, TV Remote, and more; Even headphones or a charger will no longer be lying around in the future! Maximize your vertical space and keep your desk clear \u3010Premium Material\u3011This desk caddy is crafted from durable ABS plastic, ensuring its strength and solidity for long-term use. The non-slip feet protect your desk from scratches. Additionally, its waterproof design makes it effortless to clean, maintaining its pristine appearance over time \u3010Best Choice\u3011The all-in-one desk pen organizer be certain to bring our customers more convenience in the office and be popular in our daily life. If you have any questions, please feel free to contact us and we'll help to solve it in 24 hours. You take NO RISK by ordering today"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Grey"}],
"promotion_items": [{"title": "Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...", "asin": "B0DNF5MYXX", "price": "$7.49", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(Beige)", "asin": "B0DC41PZHJ", "price": "$7.99", "quantity": ""},
{"title": "Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School", "asin": "B09G29LJJR", "price": "$26.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT", "asin": "B0CR9TYXTQ", "price": "$7.99", "quantity": ""},
{"title": "VaeFae Bamboo Pen Holder Organizer, 360\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.", "asin": "B08ZSKXJ1M", "price": "$27.99", "quantity": ""},
{"title": "Marbrasse Acrylic Pen Holder, 360-degree Rotating Clear Pen Organizer for Desk, Desktop Stationery Organizer Caddy for Office School Home & Art Supplies (Acrylic Hexagon)", "asin": "B08RD9B3CF", "price": "$29.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT", "asin": "B0CR9TYXTQ", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Rotating Purple Pen & Art Supply Organizer - 5 Slot Desk Organizer for Office, School, Home", "asin": "B0CHRLLPLV", "price": "$9.98", "quantity": ""},
{"title": "Desk Organizer, 360-Degree Rotating Pen Holder, Desk Organizers and Accessories wit...", "asin": "B0F1TN7VRZ", "price": "$8.99", "quantity": ""},
{"title": "Desk Pencil Pen Holder, 5 Slots 360\u00b0Degree Rotating Organizers for, Desktop Storage...", "asin": "B0C4BGGPQY", "price": "$9.99", "quantity": ""},
{"title": "Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...", "asin": "B0DNF5MYXX", "price": "$7.49", "quantity": ""},
{"title": "Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School", "asin": "B09G29LJJR", "price": "$26.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(White)", "asin": "B0DLNRN9LW", "price": "$6.99", "quantity": ""},
{"title": "Hennaja Round Leather Art Supply Organizer,Remote Control Holder,360 Degree Rotating,Multi-Functional Pencil Holder,4 Compartments Desktop Stationary Organizer(1-Blue Bird)", "asin": "B09YR38NNZ", "price": "$19.99", "quantity": ""},
{"title": "VaeFae Bamboo Pen Holder Organizer, 360\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.", "asin": "B08ZSKXJ1M", "price": "$27.99", "quantity": ""},
{"title": "Utoplike Bamboo Rotating Art Supply Desk Organizer, Pencil Holder Organizer, Desktop Storage Caddy for Pen, Colored Pencil, Crayon, Paint Brushes, Art Studio&Office", "asin": "B0882SHBCL", "price": "$26.79", "quantity": ""},
{"title": "360 Degree Rotating Desk Organizer, Pencil Pen Holder with 5 Compartments and Tray ...", "asin": "B0DNF7XCPB", "price": "$8.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School", "asin": "B09G29LJJR", "price": "$26.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT", "asin": "B0CR9TYXTQ", "price": "$7.99", "quantity": ""}],
"comparison_items": [{"title": "Marbrasse\u00a0Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99"},
{"title": "Qmoso\u00a0360 Degree Rotating Desk Organizer, Pencil Pen Holder for Desk with 5 Compartments and Tray Accessories, Desktop Supplies Organization,Smooth Rotating Pen Holder Apply for Home, Office, School(Green)", "asin": "B0DNF6D6T4", "price": "$8.99"},
{"title": "Marbrasse\u00a0Desk Organizer, 360-Degree Rotating Pen Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer (Dark green)", "asin": "B0DGT4NQ35", "price": "$8.99"},
{"title": "Marbrasse\u00a0Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes", "asin": "B088BC5BLC", "price": "$26.99"},
{"title": "Nuozme\u00a0Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)", "asin": "B0DP47CFFQ", "price": "$6.99"},
{"title": "minimaliving\u00a0Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)", "asin": "B0CY9FWV19", "price": "$7.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:33:26.040Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pen holder for desk\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\\\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.\", \"asin\": \"B07Z1WMR1J\"},\n{\"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\\\" Price $15.99. Eligible for Prime.\", \"asin\": \"B07M7TG31M\"},\n{\"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\\\" Price $16.99. Eligible for Prime.\", \"asin\": \"B08CXDZ7V7\"}],\n\"search_results\": [{\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer\", \"asin\": \"B089119T67\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office\", \"asin\": \"B0CQP9LYXC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)\", \"asin\": \"B0BYMRJD7R\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\\\" x 6.5\\\" x 6.25\\\")\", \"asin\": \"B004GGMODU\", \"price\": \"$15.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer\", \"asin\": \"B08ZY9QZMN\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack\", \"asin\": \"B07M74SH62\", \"price\": \"$13.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)\", \"asin\": \"B0DNF6SM6H\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Ludato Desk Organizers Mesh Pencil Holder\\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories\", \"asin\": \"B0B1VBG8GX\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Wire Mesh Pen Cup, Black\", \"asin\": \"B07VVB7DSK\", \"price\": \"$10.44\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)\", \"asin\": \"B0DP47CFFQ\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)\", \"asin\": \"B0C61NVPSY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments\", \"asin\": \"B09JW9CM2Z\", \"price\": \"$13.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black\", \"asin\": \"B01N9HQM9F\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black\", \"asin\": \"B0914XSKJS\", \"price\": \"$11.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower\", \"asin\": \"B0BN32K6R7\", \"price\": \"$13.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)\", \"asin\": \"B0DJHC2999\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home\", \"asin\": \"B0D2L93985\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply\", \"asin\": \"B0C7P3WMZC\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black\", \"asin\": \"B07R7FZ6RG\", \"price\": \"$33.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Pencil Holder For Desk,5 Slots 360\\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)\", \"asin\": \"B0C4F8RNF9\", \"price\": \"$8.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom\", \"asin\": \"B0CPSP37Z4\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage\", \"asin\": \"B09W99RDTZ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black\", \"asin\": \"B00H5CVCN0\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black\", \"asin\": \"B098DDZLNM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 9\"},\n{\"title\": \"BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer\", \"asin\": \"B0CHJNZWCR\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer\", \"asin\": \"B09ZQRTQJ2\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pencil Holder - I'll Remember It Later\", \"asin\": \"B08746H17J\", \"price\": \"$13.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black\", \"asin\": \"B0CWXCL59W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black\", \"asin\": \"B0D21XGQS3\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)\", \"asin\": \"B0C6QMPX37\", \"price\": \"$15.74\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs\", \"asin\": \"B08MFBJDJR\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Dark Green Pen Pencil Holder for Desk, 360\\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating\", \"asin\": \"B0CFXW2SXD\", \"price\": \"$8.78\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black\", \"asin\": \"B0DB8F7GDN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)\", \"asin\": \"B0DNFCNB4F\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)\", \"asin\": \"B0CCV45WXK\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White\", \"asin\": \"B093C7Q5V1\", \"price\": \"$8.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black\", \"asin\": \"B07WFZFLH9\", \"price\": \"$12.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup\", \"asin\": \"B00PX9R6HS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n{\"title\": \"Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies\", \"asin\": \"B08VN8VTQQ\", \"price\": \"$13.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White\", \"asin\": \"B07RY2ZPK6\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:33:39.539Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pen holder for desk"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.", "asin": "B07Z1WMR1J"},
{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\" Price $15.99. Eligible for Prime.", "asin": "B07M7TG31M"},
{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\" Price $16.99. Eligible for Prime.", "asin": "B08CXDZ7V7"}],
"search_results": [{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer", "asin": "B089119T67", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office", "asin": "B0CQP9LYXC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)", "asin": "B0BYMRJD7R", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches", "asin": "B07YJHJ79X", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\" x 6.5\" x 6.25\")", "asin": "B004GGMODU", "price": "$15.55", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer", "asin": "B08ZY9QZMN", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack", "asin": "B07M74SH62", "price": "$13.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)", "asin": "B0DNF6SM6H", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Ludato Desk Organizers Mesh Pencil Holder\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories", "asin": "B0B1VBG8GX", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Basics Wire Mesh Pen Cup, Black", "asin": "B07VVB7DSK", "price": "$10.44", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)", "asin": "B0DP47CFFQ", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)", "asin": "B0C61NVPSY", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments", "asin": "B09JW9CM2Z", "price": "$13.85", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black", "asin": "B01N9HQM9F", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black", "asin": "B0914XSKJS", "price": "$11.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower", "asin": "B0BN32K6R7", "price": "$13.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)", "asin": "B0DJHC2999", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home", "asin": "B0D2L93985", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply", "asin": "B0C7P3WMZC", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black", "asin": "B07R7FZ6RG", "price": "$33.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Pencil Holder For Desk,5 Slots 360\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)", "asin": "B0C4F8RNF9", "price": "$8.45", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom", "asin": "B0CPSP37Z4", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage", "asin": "B09W99RDTZ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black", "asin": "B00H5CVCN0", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black", "asin": "B098DDZLNM", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, May 9"},
{"title": "BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer", "asin": "B0CHJNZWCR", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer", "asin": "B09ZQRTQJ2", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pencil Holder - I'll Remember It Later", "asin": "B08746H17J", "price": "$13.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black", "asin": "B0CWXCL59W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black", "asin": "B0D21XGQS3", "price": "$11.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)", "asin": "B0C6QMPX37", "price": "$15.74", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs", "asin": "B08MFBJDJR", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Dark Green Pen Pencil Holder for Desk, 360\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating", "asin": "B0CFXW2SXD", "price": "$8.78", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black", "asin": "B0DB8F7GDN", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)", "asin": "B0DNFCNB4F", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)", "asin": "B0CY9FWV19", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)", "asin": "B0CCV45WXK", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White", "asin": "B093C7Q5V1", "price": "$8.96", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black", "asin": "B07WFZFLH9", "price": "$12.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup", "asin": "B00PX9R6HS", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies", "asin": "B08VN8VTQQ", "price": "$13.88", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White", "asin": "B07RY2ZPK6", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:33:39.539Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-07T09:33:39.539Z
|
click_product
|
B0BK5BQ8KD
|
rule
|
2025-05-07T09:33:39.539Z
|
click_product
|
B0BK5BQ8KD
|
train
| 596 |
2025-05-07T09:33:39.539Z
|
click_product
|
B0BK5BQ8KD
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pen holder for desk"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"ads": [{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.", "asin": "B07Z1WMR1J"},
{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\" Price $15.99. Eligible for Prime.", "asin": "B07M7TG31M"},
{"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\" Price $16.99. Eligible for Prime.", "asin": "B08CXDZ7V7"}],
"search_results": [{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer", "asin": "B089119T67", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office", "asin": "B0CQP9LYXC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)", "asin": "B0BYMRJD7R", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches", "asin": "B07YJHJ79X", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\" x 6.5\" x 6.25\")", "asin": "B004GGMODU", "price": "$15.55", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer", "asin": "B08ZY9QZMN", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack", "asin": "B07M74SH62", "price": "$13.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)", "asin": "B0DNF6SM6H", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Ludato Desk Organizers Mesh Pencil Holder\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories", "asin": "B0B1VBG8GX", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Basics Wire Mesh Pen Cup, Black", "asin": "B07VVB7DSK", "price": "$10.44", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)", "asin": "B0DP47CFFQ", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)", "asin": "B0C61NVPSY", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments", "asin": "B09JW9CM2Z", "price": "$13.85", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black", "asin": "B01N9HQM9F", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black", "asin": "B0914XSKJS", "price": "$11.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower", "asin": "B0BN32K6R7", "price": "$13.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)", "asin": "B0DJHC2999", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home", "asin": "B0D2L93985", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply", "asin": "B0C7P3WMZC", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black", "asin": "B07R7FZ6RG", "price": "$33.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Pencil Holder For Desk,5 Slots 360\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)", "asin": "B0C4F8RNF9", "price": "$8.45", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom", "asin": "B0CPSP37Z4", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage", "asin": "B09W99RDTZ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black", "asin": "B00H5CVCN0", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black", "asin": "B098DDZLNM", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, May 9"},
{"title": "BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer", "asin": "B0CHJNZWCR", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer", "asin": "B09ZQRTQJ2", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pencil Holder - I'll Remember It Later", "asin": "B08746H17J", "price": "$13.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black", "asin": "B0CWXCL59W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black", "asin": "B0D21XGQS3", "price": "$11.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)", "asin": "B0C6QMPX37", "price": "$15.74", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs", "asin": "B08MFBJDJR", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Dark Green Pen Pencil Holder for Desk, 360\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating", "asin": "B0CFXW2SXD", "price": "$8.78", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black", "asin": "B0DB8F7GDN", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)", "asin": "B0DNFCNB4F", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)", "asin": "B0CY9FWV19", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)", "asin": "B0CCV45WXK", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White", "asin": "B093C7Q5V1", "price": "$8.96", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black", "asin": "B07WFZFLH9", "price": "$12.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup", "asin": "B00PX9R6HS", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies", "asin": "B08VN8VTQQ", "price": "$13.88", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White", "asin": "B07RY2ZPK6", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:33:39.539Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pen holder for desk\"}],\n\"cart_items\": [{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B0BK5BQ8KD\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\"},\n{\"price\": \"$16.99\"},\n{\"bullet_list\": \"wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Prismatic Shape\"}],\n\"promotion_items\": [{\"title\": \"Marbrasse Wooden Desk Organizer, Multi-Functional DIY Pen Holder, Organizer for desk, Desktop Stationary, Easy Assembly, Home Office Art Supplies Storage with Drawer (B11-Cherry Color)\", \"asin\": \"B07T66589H\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...\", \"asin\": \"B0DHNG58GQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B081SPWBZ7\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...\", \"asin\": \"B0DZCJ5QWJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SNNDER Funny Office Gifts for Coworkers Pen Holder for Desk, Human Resources HR Gifts, Work Humor Gifts, Document It or It Didn't Happen Wooden Pen Pencil Holder Organizer for Office Desk Accessories\", \"asin\": \"B0DTQ34HQB\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)\", \"asin\": \"B09485TCHN\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Black)\", \"asin\": \"B0948RKMT3\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Leather 12 Fountain Pen/Pencil Tray Case Organizer, Fashion Design, Handmade, Magne...\", \"asin\": \"B0CSX9Y93K\", \"price\": \"$28.39\", \"quantity\": \"\"},\n{\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"Marbrasse Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes\", \"asin\": \"B088BC5BLC\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Medieval Armored Warrior Knight Pen Holder Desk Organizers and Accessories Resin Pe...\", \"asin\": \"B0C8YMYGHZ\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...\", \"asin\": \"B0DLFCNFRD\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"pandapark Wood Organizer Tray,Black Walnut,Desk & Drawer Storage Box (Walnut Master)\", \"asin\": \"B07S6LLDBG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\"},\n{\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\", \"asin\": \"B0BK5BMGYF\", \"price\": \"$15.99\"},\n{\"title\": \"Sokelinn-six\\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts\", \"asin\": \"B0B78CLY28\", \"price\": \"$16.99\"},\n{\"title\": \"Toyvian\\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\"},\n{\"title\": \"Kaizuca\\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)\", \"asin\": \"B09WR8DSSW\", \"price\": \"$4.99\"},\n{\"title\": \"MyGift\\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer\", \"asin\": \"B01LYC5HNO\", \"price\": \"$21.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:34:20.748Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pen holder for desk"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0BK5BQ8KD"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)"},
{"price": "$16.99"},
{"bullet_list": "wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Prismatic Shape"}],
"promotion_items": [{"title": "Marbrasse Wooden Desk Organizer, Multi-Functional DIY Pen Holder, Organizer for desk, Desktop Stationary, Easy Assembly, Home Office Art Supplies Storage with Drawer (B11-Cherry Color)", "asin": "B07T66589H", "price": "$15.99", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...", "asin": "B0DHNG58GQ", "price": "$15.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B081SPWBZ7", "price": "$12.99", "quantity": ""},
{"title": "Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...", "asin": "B0DZCJ5QWJ", "price": "$9.99", "quantity": ""},
{"title": "SNNDER Funny Office Gifts for Coworkers Pen Holder for Desk, Human Resources HR Gifts, Work Humor Gifts, Document It or It Didn't Happen Wooden Pen Pencil Holder Organizer for Office Desk Accessories", "asin": "B0DTQ34HQB", "price": "$19.99", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)", "asin": "B09485TCHN", "price": "$32.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B07ZVDCF3P", "price": "$13.59", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Black)", "asin": "B0948RKMT3", "price": "$32.99", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Leather 12 Fountain Pen/Pencil Tray Case Organizer, Fashion Design, Handmade, Magne...", "asin": "B0CSX9Y93K", "price": "$28.39", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Marbrasse Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes", "asin": "B088BC5BLC", "price": "$26.99", "quantity": ""},
{"title": "Medieval Armored Warrior Knight Pen Holder Desk Organizers and Accessories Resin Pe...", "asin": "B0C8YMYGHZ", "price": "$47.99", "quantity": ""},
{"title": "Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...", "asin": "B0DLFCNFRD", "price": "$9.99", "quantity": ""},
{"title": "pandapark Wood Organizer Tray,Black Walnut,Desk & Drawer Storage Box (Walnut Master)", "asin": "B07S6LLDBG", "price": "$29.98", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B07ZVDCF3P", "price": "$13.59", "quantity": ""}],
"comparison_items": [{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99"},
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)", "asin": "B0BK5BMGYF", "price": "$15.99"},
{"title": "Sokelinn-six\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts", "asin": "B0B78CLY28", "price": "$16.99"},
{"title": "Toyvian\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59"},
{"title": "Kaizuca\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)", "asin": "B09WR8DSSW", "price": "$4.99"},
{"title": "MyGift\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer", "asin": "B01LYC5HNO", "price": "$21.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:34:20.748Z", // 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>
|
2025-05-07T09:34:20.748Z
|
purchase
|
B0BK5BQ8KD
|
rule
|
2025-05-07T09:34:20.748Z
|
purchase
|
B0BK5BQ8KD
|
train
| 597 |
2025-05-07T09:34:20.748Z
|
purchase
|
B0BK5BQ8KD
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pen holder for desk"}],
"cart_items": [{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0BK5BQ8KD"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)"},
{"price": "$16.99"},
{"bullet_list": "wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Prismatic Shape"}],
"promotion_items": [{"title": "Marbrasse Wooden Desk Organizer, Multi-Functional DIY Pen Holder, Organizer for desk, Desktop Stationary, Easy Assembly, Home Office Art Supplies Storage with Drawer (B11-Cherry Color)", "asin": "B07T66589H", "price": "$15.99", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...", "asin": "B0DHNG58GQ", "price": "$15.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B081SPWBZ7", "price": "$12.99", "quantity": ""},
{"title": "Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...", "asin": "B0DZCJ5QWJ", "price": "$9.99", "quantity": ""},
{"title": "SNNDER Funny Office Gifts for Coworkers Pen Holder for Desk, Human Resources HR Gifts, Work Humor Gifts, Document It or It Didn't Happen Wooden Pen Pencil Holder Organizer for Office Desk Accessories", "asin": "B0DTQ34HQB", "price": "$19.99", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)", "asin": "B09485TCHN", "price": "$32.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B07ZVDCF3P", "price": "$13.59", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Black)", "asin": "B0948RKMT3", "price": "$32.99", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Leather 12 Fountain Pen/Pencil Tray Case Organizer, Fashion Design, Handmade, Magne...", "asin": "B0CSX9Y93K", "price": "$28.39", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Marbrasse Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes", "asin": "B088BC5BLC", "price": "$26.99", "quantity": ""},
{"title": "Medieval Armored Warrior Knight Pen Holder Desk Organizers and Accessories Resin Pe...", "asin": "B0C8YMYGHZ", "price": "$47.99", "quantity": ""},
{"title": "Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...", "asin": "B0DLFCNFRD", "price": "$9.99", "quantity": ""},
{"title": "pandapark Wood Organizer Tray,Black Walnut,Desk & Drawer Storage Box (Walnut Master)", "asin": "B07S6LLDBG", "price": "$29.98", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B07ZVDCF3P", "price": "$13.59", "quantity": ""}],
"comparison_items": [{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99"},
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)", "asin": "B0BK5BMGYF", "price": "$15.99"},
{"title": "Sokelinn-six\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts", "asin": "B0B78CLY28", "price": "$16.99"},
{"title": "Toyvian\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59"},
{"title": "Kaizuca\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)", "asin": "B09WR8DSSW", "price": "$4.99"},
{"title": "MyGift\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer", "asin": "B01LYC5HNO", "price": "$21.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:34:20.748Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B0DLVTBK7D\"},\n{\"title\": \"Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor\"},\n{\"price\": \"$20.27\"},\n{\"bullet_list\": \"1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \\ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\\u2014keep essentials clutter-free and within \\ufeff easy reach. \\ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \\ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR5QIFM\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green\", \"asin\": \"B0BJZ83PKF\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble\", \"asin\": \"B09G9DGWNM\", \"price\": \"$10.59\", \"quantity\": \"\"},\n{\"title\": \"LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue\", \"asin\": \"B097DQVJVR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble\", \"asin\": \"/promo/A3GNUTG5ELIT8S\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\\u00e9cor 31.5\\\" x 15.7\\\" - Abstract Fluid Art\", \"asin\": \"/promo/ATRO1XN8B6R8Q\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\", \"quantity\": \"\"},\n{\"title\": \"YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)\", \"asin\": \"B08FFH9CRL\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...\", \"asin\": \"B0DCXZVY1V\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Radicaln Marble Salt Cellar With Lid 3.5\\\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder\", \"asin\": \"B0C2YWSP5W\", \"price\": \"$24.85\", \"quantity\": \"\"},\n{\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:36:46.650Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0DLVTBK7D"},
{"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"},
{"price": "$20.27"},
{"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
{"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
{"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
{"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
{"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
{"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
{"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:36:46.650Z", // 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>
|
2025-05-07T09:36:46.650Z
|
click
|
other
|
rule
|
2025-05-07T09:36:46.650Z
|
click
|
other
|
train
| 598 |
2025-05-07T09:36:46.650Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0DLVTBK7D"},
{"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"},
{"price": "$20.27"},
{"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
{"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
{"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
{"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
{"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
{"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
{"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:36:46.650Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-05-02T21:55:48.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T21:55:53.402Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:31:53.789Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n{\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n{\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}],\n\"product_details\": [{\"asin\": \"B0DLVTBK7D\"},\n{\"title\": \"Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor\"},\n{\"price\": \"$20.27\"},\n{\"bullet_list\": \"1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \\ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\\u2014keep essentials clutter-free and within \\ufeff easy reach. \\ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \\ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR5QIFM\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green\", \"asin\": \"B0BJZ83PKF\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble\", \"asin\": \"B09G9DGWNM\", \"price\": \"$10.59\", \"quantity\": \"\"},\n{\"title\": \"LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue\", \"asin\": \"B097DQVJVR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble\", \"asin\": \"/promo/A3GNUTG5ELIT8S\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\\u00e9cor 31.5\\\" x 15.7\\\" - Abstract Fluid Art\", \"asin\": \"/promo/ATRO1XN8B6R8Q\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\", \"quantity\": \"\"},\n{\"title\": \"YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)\", \"asin\": \"B08FFH9CRL\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...\", \"asin\": \"B0DCXZVY1V\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Radicaln Marble Salt Cellar With Lid 3.5\\\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder\", \"asin\": \"B0C2YWSP5W\", \"price\": \"$24.85\", \"quantity\": \"\"},\n{\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:36:46.690Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the 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": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0DLVTBK7D"},
{"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"},
{"price": "$20.27"},
{"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
{"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
{"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
{"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
{"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
{"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
{"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:36:46.690Z", // 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>
|
2025-05-07T09:36:46.690Z
|
click
|
other
|
rule
|
2025-05-07T09:36:46.690Z
|
click
|
other
|
train
| 599 |
2025-05-07T09:36:46.690Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
"product_details": [{"asin": "B0DLVTBK7D"},
{"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"},
{"price": "$20.27"},
{"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
{"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
{"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
{"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
{"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
{"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
{"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></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": "2025-05-07T09:36:46.690Z", // 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>
|
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