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2025-05-08 00:21:02
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stringdate 2025-03-24 21:16:32
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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<|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\": \"2025-04-15T20:19:51.728Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|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": "2025-04-15T20:19:51.728Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-15T20:19:51.728Z
|
click
|
other
|
rule
|
2025-04-15T20:19:51.728Z
|
click
|
other
|
train
| 400 |
2025-04-15T20:19:51.728Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T20:19:51.728Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T20:20:35.914Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T20:20:35.914Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-15T20:20:35.914Z
|
click
|
other
|
rule
|
2025-04-15T20:20:35.914Z
|
click
|
other
|
train
| 401 |
2025-04-15T20:20:35.914Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T20:20:35.914Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"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\": \"Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)\", \"asin\": \"B08225GLJZ\", \"price\": \"$13.99\", \"quantity\": \"1\"},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"price\": \"$13.79\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)\", \"asin\": \"B07Y27R1X7\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"price\": \"$999.00\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$696.95\", \"quantity\": \"1\"},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$699.00\", \"quantity\": \"1\"},\n{\"title\": \"Voniko AG13 LR44 Batteries 20 Pack\\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices\", \"asin\": \"B09M877XZS\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle\", \"asin\": \"B0CMV64X7S\", \"price\": \"$8.09\", \"quantity\": \"1\"},\n{\"title\": \"WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)\", \"asin\": \"B09CYT61P9\", \"price\": \"$12.89\", \"quantity\": \"1\"},\n{\"title\": \"BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ\", \"asin\": \"B0B1V1751N\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)\", \"asin\": \"B0C9Z83ZMS\", \"price\": \"$16.89\", \"quantity\": \"1\"},\n{\"title\": \"iDesign Mask, Small, Black\", \"asin\": \"B00H7XXAWS\", \"price\": \"$13.25\", \"quantity\": \"1\"},\n{\"title\": \"Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids\", \"asin\": \"B089B19NSD\", \"price\": \"$4.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"KuaiLu Flip Flops for Women with Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip On Indoor Outdoor\"},\n{\"price\": \"$13.98\"},\n{\"bullet_list\": \"Womens Dressy Casual Sandals: Elegant and trendy style. Soft cloth bow knot strap sandals can dress up and down to match cute dress, trending jeans, stylish cloth. Premium arches thick cushion foam serve walking on cloud comfort Cushioned Yoga Mat Footbed: Made with memory foam EVA give sandles extra cushioning and better foot care for all day walking, lightweight classy sandals are good for resort travel, vacation, wedding bride or bridal and work in office Comfort Arch Support: Supportive every step of your feet anywhere and relieves the fatigue of walking. Women's orthopedic sandals relax feet for long distance walk, improve your gait and lessen foot issues like Plantar Fasciitis Non-Slip Rubber Sole: Deep texture waterproof tread function with perfect traction and grip to ensure the best protection, gives you peace of mind when summer pool beach partys or bath, shower in bathroom Partner for Summer: Classic flat sandals are perfect for various outfits and scenes. These Pretty sandals can match y2k tops,workout sets,lounge shorts, resort wear, going out outfits and fashion swimsuits\"},\n{\"asin\": \"B0C5ZRQS2X\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"8\"},\n{\"Color\": \"White Khaki\"}],\n\"promotion_items\": [{\"title\": \"COFACE Womens Orthopedic Flip Flops Ladies Slip On Athletic Yoga Mat Memory Foam Cushioned Recovery Walking Thong Sandals Summer Beach Pool Slippers Plantar Fasciitis Arch Support White Brown Size 8\", \"asin\": \"B0C61CVHZ5\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"shevalues Orthopedic Sandals for Women Arch Support Recovery Flip Flops Pillow Soft Summer Beach Shoes, Black 39 (7.5-8 Women/6-6.5 Men)\", \"asin\": \"B09LC836QG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Casual Flip Flops Comfortable Yoga Mat Arch Support Memory Foam Comfort Cushion Summer Beach Slip on Walking Thong Sandals Ladies Orthotic Recovery Plantar Fasciitis White Khaki Size 8\", \"asin\": \"B0D2WSCR5R\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Leather Walking Thong Cushion Sandals Summer Beach Orthotic Slides Travel Essentials Indoor Outdoor Slippers Shoes Khaki Size 7\", \"asin\": \"B08GKS4LKC\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"FITORY Women's Flat Sandals Fashion Slides With Soft Leather Slippers for Summer White Size 8\", \"asin\": \"B0BN3GQFKN\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"XAPPEAL Akia - Women's Braided Ankle Strap Gladiator Thong Flip Flop Sandals Brown, Size 9.0 Medium Width\", \"asin\": \"B0969TKWSH\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Flip Flops for Women Ladies Yoga Mat Comfortable Sport Walking Thong Sandal With Plantar Fasciitis Arch Support Slip-on Slides Indoor Outdoor For Summer Size 7.5 White Khaki\", \"asin\": \"B0CN13BV3R\", \"price\": \"$22.08\", \"quantity\": \"\"},\n{\"title\": \"Litfun Women's Orthopedic Arch Support Flip Flops Comfortable Summer Beach Thong Sandals for Plantar Fasciitis Soft Lightweight Recovery Slides, Black 39\", \"asin\": \"B0DSP2C7MH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"XAPPEAL Akia - Women's Braided Ankle Strap Gladiator Thong Flip Flop Sandals Brown, Size 9.0 Medium Width\", \"asin\": \"B0969TKWSH\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Casual Flip Flops Comfortable Yoga Mat Arch Support Memory Foam Comfort Cushion Summer Beach Pool Slip on Walking Thong Sandals Ladies Orthotic Recovery Plantar Fasciitis Beige Size 12\", \"asin\": \"B0D2WRX13J\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Flip Flops for Women Ladies Yoga Mat Comfortable Sport Walking Thong Sandal With Plantar Fasciitis Arch Support Slip-on Slides Indoor Outdoor For Summer Size 7.5 White Khaki\", \"asin\": \"B0CN13BV3R\", \"price\": \"$22.08\", \"quantity\": \"\"},\n{\"title\": \"shevalues Orthopedic Sandals for Women Arch Support Recovery Flip Flops Pillow Soft Summer Beach Shoes, Black 39 (7.5-8 Women/6-6.5 Men)\", \"asin\": \"B09LC836QG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"COFACE Womens Orthopedic Flip Flops Ladies Slip On Athletic Yoga Mat Memory Foam Cushioned Recovery Walking Thong Sandals Summer Beach Pool Slippers Plantar Fasciitis Arch Support White Brown Size 8\", \"asin\": \"B0C61CVHZ5\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Leather Walking Thong Cushion Sandals Summer Beach Orthotic Slides Travel Essentials Indoor Outdoor Slippers Shoes Khaki Size 7\", \"asin\": \"B08GKS4LKC\", \"price\": \"$13.99\", \"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\": \"2025-04-15T20:21:07.364Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "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": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "price": "$13.99", "quantity": "1"},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "price": "$13.79", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "price": "$9.99", "quantity": "1"},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "price": "$999.00", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$696.95", "quantity": "1"},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$699.00", "quantity": "1"},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "price": "$3.99", "quantity": "1"},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "price": "$8.09", "quantity": "1"},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "price": "$12.89", "quantity": "1"},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "price": "$16.99", "quantity": "1"},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "price": "$16.89", "quantity": "1"},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "price": "$13.25", "quantity": "1"},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "price": "$4.99", "quantity": "1"}],
"product_details": [{"title": "KuaiLu Flip Flops for Women with Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip On Indoor Outdoor"},
{"price": "$13.98"},
{"bullet_list": "Womens Dressy Casual Sandals: Elegant and trendy style. Soft cloth bow knot strap sandals can dress up and down to match cute dress, trending jeans, stylish cloth. Premium arches thick cushion foam serve walking on cloud comfort Cushioned Yoga Mat Footbed: Made with memory foam EVA give sandles extra cushioning and better foot care for all day walking, lightweight classy sandals are good for resort travel, vacation, wedding bride or bridal and work in office Comfort Arch Support: Supportive every step of your feet anywhere and relieves the fatigue of walking. Women's orthopedic sandals relax feet for long distance walk, improve your gait and lessen foot issues like Plantar Fasciitis Non-Slip Rubber Sole: Deep texture waterproof tread function with perfect traction and grip to ensure the best protection, gives you peace of mind when summer pool beach partys or bath, shower in bathroom Partner for Summer: Classic flat sandals are perfect for various outfits and scenes. These Pretty sandals can match y2k tops,workout sets,lounge shorts, resort wear, going out outfits and fashion swimsuits"},
{"asin": "B0C5ZRQS2X"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "8"},
{"Color": "White Khaki"}],
"promotion_items": [{"title": "COFACE Womens Orthopedic Flip Flops Ladies Slip On Athletic Yoga Mat Memory Foam Cushioned Recovery Walking Thong Sandals Summer Beach Pool Slippers Plantar Fasciitis Arch Support White Brown Size 8", "asin": "B0C61CVHZ5", "price": "$24.69", "quantity": ""},
{"title": "shevalues Orthopedic Sandals for Women Arch Support Recovery Flip Flops Pillow Soft Summer Beach Shoes, Black 39 (7.5-8 Women/6-6.5 Men)", "asin": "B09LC836QG", "price": "$17.99", "quantity": ""},
{"title": "KuaiLu Womens Casual Flip Flops Comfortable Yoga Mat Arch Support Memory Foam Comfort Cushion Summer Beach Slip on Walking Thong Sandals Ladies Orthotic Recovery Plantar Fasciitis White Khaki Size 8", "asin": "B0D2WSCR5R", "price": "$23.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Leather Walking Thong Cushion Sandals Summer Beach Orthotic Slides Travel Essentials Indoor Outdoor Slippers Shoes Khaki Size 7", "asin": "B08GKS4LKC", "price": "$13.99", "quantity": ""},
{"title": "FITORY Women's Flat Sandals Fashion Slides With Soft Leather Slippers for Summer White Size 8", "asin": "B0BN3GQFKN", "price": "$23.99", "quantity": ""},
{"title": "XAPPEAL Akia - Women's Braided Ankle Strap Gladiator Thong Flip Flop Sandals Brown, Size 9.0 Medium Width", "asin": "B0969TKWSH", "price": "$29.99", "quantity": ""},
{"title": "KuaiLu Flip Flops for Women Ladies Yoga Mat Comfortable Sport Walking Thong Sandal With Plantar Fasciitis Arch Support Slip-on Slides Indoor Outdoor For Summer Size 7.5 White Khaki", "asin": "B0CN13BV3R", "price": "$22.08", "quantity": ""},
{"title": "Litfun Women's Orthopedic Arch Support Flip Flops Comfortable Summer Beach Thong Sandals for Plantar Fasciitis Soft Lightweight Recovery Slides, Black 39", "asin": "B0DSP2C7MH", "price": "$19.99", "quantity": ""},
{"title": "XAPPEAL Akia - Women's Braided Ankle Strap Gladiator Thong Flip Flop Sandals Brown, Size 9.0 Medium Width", "asin": "B0969TKWSH", "price": "$29.99", "quantity": ""},
{"title": "KuaiLu Womens Casual Flip Flops Comfortable Yoga Mat Arch Support Memory Foam Comfort Cushion Summer Beach Pool Slip on Walking Thong Sandals Ladies Orthotic Recovery Plantar Fasciitis Beige Size 12", "asin": "B0D2WRX13J", "price": "$22.99", "quantity": ""},
{"title": "KuaiLu Flip Flops for Women Ladies Yoga Mat Comfortable Sport Walking Thong Sandal With Plantar Fasciitis Arch Support Slip-on Slides Indoor Outdoor For Summer Size 7.5 White Khaki", "asin": "B0CN13BV3R", "price": "$22.08", "quantity": ""},
{"title": "shevalues Orthopedic Sandals for Women Arch Support Recovery Flip Flops Pillow Soft Summer Beach Shoes, Black 39 (7.5-8 Women/6-6.5 Men)", "asin": "B09LC836QG", "price": "$17.99", "quantity": ""},
{"title": "COFACE Womens Orthopedic Flip Flops Ladies Slip On Athletic Yoga Mat Memory Foam Cushioned Recovery Walking Thong Sandals Summer Beach Pool Slippers Plantar Fasciitis Arch Support White Brown Size 8", "asin": "B0C61CVHZ5", "price": "$24.69", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Leather Walking Thong Cushion Sandals Summer Beach Orthotic Slides Travel Essentials Indoor Outdoor Slippers Shoes Khaki Size 7", "asin": "B08GKS4LKC", "price": "$13.99", "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": "2025-04-15T20:21:07.364Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-15T20:21:07.364Z
|
purchase
|
B0C5ZRQS2X
|
rule
|
2025-04-15T20:21:07.364Z
|
purchase
|
B0C5ZRQS2X
|
train
| 402 |
2025-04-15T20:21:07.364Z
|
purchase
|
B0C5ZRQS2X
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "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": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "price": "$13.99", "quantity": "1"},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "price": "$13.79", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "price": "$9.99", "quantity": "1"},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "price": "$999.00", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$696.95", "quantity": "1"},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$699.00", "quantity": "1"},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "price": "$3.99", "quantity": "1"},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "price": "$8.09", "quantity": "1"},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "price": "$12.89", "quantity": "1"},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "price": "$16.99", "quantity": "1"},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "price": "$16.89", "quantity": "1"},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "price": "$13.25", "quantity": "1"},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "price": "$4.99", "quantity": "1"}],
"product_details": [{"title": "KuaiLu Flip Flops for Women with Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip On Indoor Outdoor"},
{"price": "$13.98"},
{"bullet_list": "Womens Dressy Casual Sandals: Elegant and trendy style. Soft cloth bow knot strap sandals can dress up and down to match cute dress, trending jeans, stylish cloth. Premium arches thick cushion foam serve walking on cloud comfort Cushioned Yoga Mat Footbed: Made with memory foam EVA give sandles extra cushioning and better foot care for all day walking, lightweight classy sandals are good for resort travel, vacation, wedding bride or bridal and work in office Comfort Arch Support: Supportive every step of your feet anywhere and relieves the fatigue of walking. Women's orthopedic sandals relax feet for long distance walk, improve your gait and lessen foot issues like Plantar Fasciitis Non-Slip Rubber Sole: Deep texture waterproof tread function with perfect traction and grip to ensure the best protection, gives you peace of mind when summer pool beach partys or bath, shower in bathroom Partner for Summer: Classic flat sandals are perfect for various outfits and scenes. These Pretty sandals can match y2k tops,workout sets,lounge shorts, resort wear, going out outfits and fashion swimsuits"},
{"asin": "B0C5ZRQS2X"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "8"},
{"Color": "White Khaki"}],
"promotion_items": [{"title": "COFACE Womens Orthopedic Flip Flops Ladies Slip On Athletic Yoga Mat Memory Foam Cushioned Recovery Walking Thong Sandals Summer Beach Pool Slippers Plantar Fasciitis Arch Support White Brown Size 8", "asin": "B0C61CVHZ5", "price": "$24.69", "quantity": ""},
{"title": "shevalues Orthopedic Sandals for Women Arch Support Recovery Flip Flops Pillow Soft Summer Beach Shoes, Black 39 (7.5-8 Women/6-6.5 Men)", "asin": "B09LC836QG", "price": "$17.99", "quantity": ""},
{"title": "KuaiLu Womens Casual Flip Flops Comfortable Yoga Mat Arch Support Memory Foam Comfort Cushion Summer Beach Slip on Walking Thong Sandals Ladies Orthotic Recovery Plantar Fasciitis White Khaki Size 8", "asin": "B0D2WSCR5R", "price": "$23.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Leather Walking Thong Cushion Sandals Summer Beach Orthotic Slides Travel Essentials Indoor Outdoor Slippers Shoes Khaki Size 7", "asin": "B08GKS4LKC", "price": "$13.99", "quantity": ""},
{"title": "FITORY Women's Flat Sandals Fashion Slides With Soft Leather Slippers for Summer White Size 8", "asin": "B0BN3GQFKN", "price": "$23.99", "quantity": ""},
{"title": "XAPPEAL Akia - Women's Braided Ankle Strap Gladiator Thong Flip Flop Sandals Brown, Size 9.0 Medium Width", "asin": "B0969TKWSH", "price": "$29.99", "quantity": ""},
{"title": "KuaiLu Flip Flops for Women Ladies Yoga Mat Comfortable Sport Walking Thong Sandal With Plantar Fasciitis Arch Support Slip-on Slides Indoor Outdoor For Summer Size 7.5 White Khaki", "asin": "B0CN13BV3R", "price": "$22.08", "quantity": ""},
{"title": "Litfun Women's Orthopedic Arch Support Flip Flops Comfortable Summer Beach Thong Sandals for Plantar Fasciitis Soft Lightweight Recovery Slides, Black 39", "asin": "B0DSP2C7MH", "price": "$19.99", "quantity": ""},
{"title": "XAPPEAL Akia - Women's Braided Ankle Strap Gladiator Thong Flip Flop Sandals Brown, Size 9.0 Medium Width", "asin": "B0969TKWSH", "price": "$29.99", "quantity": ""},
{"title": "KuaiLu Womens Casual Flip Flops Comfortable Yoga Mat Arch Support Memory Foam Comfort Cushion Summer Beach Pool Slip on Walking Thong Sandals Ladies Orthotic Recovery Plantar Fasciitis Beige Size 12", "asin": "B0D2WRX13J", "price": "$22.99", "quantity": ""},
{"title": "KuaiLu Flip Flops for Women Ladies Yoga Mat Comfortable Sport Walking Thong Sandal With Plantar Fasciitis Arch Support Slip-on Slides Indoor Outdoor For Summer Size 7.5 White Khaki", "asin": "B0CN13BV3R", "price": "$22.08", "quantity": ""},
{"title": "shevalues Orthopedic Sandals for Women Arch Support Recovery Flip Flops Pillow Soft Summer Beach Shoes, Black 39 (7.5-8 Women/6-6.5 Men)", "asin": "B09LC836QG", "price": "$17.99", "quantity": ""},
{"title": "COFACE Womens Orthopedic Flip Flops Ladies Slip On Athletic Yoga Mat Memory Foam Cushioned Recovery Walking Thong Sandals Summer Beach Pool Slippers Plantar Fasciitis Arch Support White Brown Size 8", "asin": "B0C61CVHZ5", "price": "$24.69", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Leather Walking Thong Cushion Sandals Summer Beach Orthotic Slides Travel Essentials Indoor Outdoor Slippers Shoes Khaki Size 7", "asin": "B08GKS4LKC", "price": "$13.99", "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": "2025-04-15T20:21:07.364Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\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\": \"KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8\", \"asin\": \"B0C5ZRQS2X\", \"price\": \"$13.98\", \"quantity\": \"1\"},\n{\"title\": \"Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)\", \"asin\": \"B08225GLJZ\", \"price\": \"$13.99\", \"quantity\": \"1\"},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"price\": \"$13.79\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)\", \"asin\": \"B07Y27R1X7\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"price\": \"$999.00\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$696.95\", \"quantity\": \"1\"},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$699.00\", \"quantity\": \"1\"},\n{\"title\": \"Voniko AG13 LR44 Batteries 20 Pack\\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices\", \"asin\": \"B09M877XZS\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle\", \"asin\": \"B0CMV64X7S\", \"price\": \"$8.09\", \"quantity\": \"1\"},\n{\"title\": \"WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)\", \"asin\": \"B09CYT61P9\", \"price\": \"$12.89\", \"quantity\": \"1\"},\n{\"title\": \"BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ\", \"asin\": \"B0B1V1751N\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)\", \"asin\": \"B0C9Z83ZMS\", \"price\": \"$16.89\", \"quantity\": \"1\"},\n{\"title\": \"iDesign Mask, Small, Black\", \"asin\": \"B00H7XXAWS\", \"price\": \"$13.25\", \"quantity\": \"1\"},\n{\"title\": \"Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids\", \"asin\": \"B089B19NSD\", \"price\": \"$4.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Lip Smacker Marvel, keychain, lip balm for kids - Spiderman\", \"asin\": \"\", \"price\": \"$5.31\", \"quantity\": \"\"},\n{\"title\": \"NATIONAL GEOGRAPHIC Mega Gemstone Dig Kit \\u2013 Dig Up 15 Real Gemstones and Crystals, Science Kit for Kids, Gem Digging Kit, Gift for Girls and Boys, Mining Kit, Rock Collection\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"40 Taylor Swift Songs: Really Easy Piano Series with Lyrics & Performance Tips (Really Easy Piano; Hal Leonard) - Taylor Swift Piano Book with Lyrics - Taylor Swift Lyric Book with Easy-to-Play Songs\", \"asin\": \"\", \"price\": \"$16.30\", \"quantity\": \"\"},\n{\"title\": \"Dove Whole Body Deodorant Aluminum Free pH Balancing Cream Raspberry & Rose for 72h Odor Control 2.5 Oz\", \"asin\": \"\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Sterling Silver Genuine Peridot Frog Pendant Necklace, 18\\\"\", \"asin\": \"\", \"price\": \"$16.73\", \"quantity\": \"\"},\n{\"title\": \"Mini Brands Retro 2 Pack Capsule with 60+ Mystery Mini's to Collect, Real Licenses, Rare Collectibles, Blind Pack, Ages 3+\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"NATIONAL GEOGRAPHIC Mega Magic Set - More Than 75 Magic Tricks for Kids to Perform with Step-by-Step Video Instructions for Each Trick Provided by a Professional Magician (Amazon Exclusive)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"UBeesize 67\\u201d Camera Tripod with Travel Bag, Cell Phone Tripod with Bluetooth Remote and Phone Holder, Compatible with All Cameras, Cell Phones, Projector, Webcam, Spotting Scopes\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Disney Lilo & Stitch Emotions Of Stitch Box Up Panels T-Shirt\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LLSOARSS Plantar Fasciitis Feet Sandal with Arch Support - Best Orthotic flip Flops for Flat Feet\\uff0cHeel Pain- for Women\", \"asin\": \"B07KRGXF4T\", \"price\": \"$28.59\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Mens Flip Flops Arch Support Comfortable Summer Beach Thong Sandals Yoga Foam Cushion Slip on Slippers\", \"asin\": \"B07P3GZ87Z\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"OOFOS OOriginal Recovery Sandal - Women\\u2019s and Men\\u2019s\", \"asin\": \"B007VDJSTI\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"AEROTHOTIC Slip On Recovery Footwear Plantar Fasciitis Flip Flops for Women Yoga Mat Outdoor Walking Beach Ladies Arch Support Summer Thong Dressy Casual Sandals Comfortable Vacation Essentials\", \"asin\": \"B07B2WNMY1\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"AEROTHOTIC Arch Support Flip Flops for women Stylish Cushioned Padded Straps with Soft Toe Post Slip on Footwear Dressy Travel Recovery Outdoor Comfortable Walking Women Sandals\", \"asin\": \"B087M94P49\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"OLUKAI Ho'opio Women's Beach Sandals, Quick-Dry Flip-Flop Slides, Water Resistant & Modern Low Profile Design, All-Day Comfort Fit & Wet Grip Soles\", \"asin\": \"B01HH8LRKO\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"DREAM PAIRS Women's Sandals, Comfortable Arch Support Flip Flops for Summer\", \"asin\": \"B0DRVGNFRT\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"jiajiale Womens Fashion Orthotic Flip Flops Ladies Slip On Lightweight Comfortable Thick Cushion Yoga Mat Thong Sandals With Plantar Fasciitis Arch Support\", \"asin\": \"B095RHCYRK\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Flip Flops Ladies Yoga Mat Comfortable Walking Thong Sandals With Plantar Fasciitis Arch Support Slip On Indoor Outdoor For Summer\", \"asin\": \"B08XX54P9N\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"monochef Shoe Charms for Girls Teens: 30 Pack Random Different Cute Shoe Decoration Charms, Shoe Charm, Charms for Shoes Bracelet Wristband Party Favors Gifts Boys Kids Adults\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Casazoe Toddler Kids Boys Girls Cute Garden Water Clogs Sandals Slip On Shoes Slipper Slides Lightweight Outdoor Summer Infant Children Beach Pool Shoes (Baby/Toddler Kids)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Child Via Clog, Slip-on Shoes for Kids and Toddlers\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Child Classic Neon Highlighter Clog\", \"asin\": \"\", \"price\": \"$20.00\", \"quantity\": \"\"},\n{\"title\": \"WOUEOI Kid's Girls Boys Clogs Garden Shoes Cartoon Slides Sandals Beach Slipper Children\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Kids Classic Clog (Little Kid/Big Kid) - Clogs for Kids - Synthetic Lining - Circulation Nubs Blue Bolt 12 Little Kid M\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Child Duet Max Ii Clog\", \"asin\": \"\", \"price\": \"$29.26\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Child Kids' Cutie Crush Clog\", \"asin\": \"\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Disney Mickey Minnie Mouse\\u2122 Clogs (Toddler/little kid/big kid)\", \"asin\": \"\", \"price\": \"$37.90\", \"quantity\": \"\"},\n{\"title\": \"Toddler Kids Classic Clogs Boys Girls Slip on Sandals Water Shoes Light and Durable\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Cubufly Kids Boys Girls Clog Garden Shoes Slip On Slide Sandals Beach Water Shoes for Toddler/Little Kid/Big Kid/Children\", \"asin\": \"\", \"price\": \"$20.79\", \"quantity\": \"\"},\n{\"title\": \"Kids Boys&Girls Black Camouflage Clogs Children's Beach Shoes Classic Marbled Tie Dye Clog Little Kid\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs unisex-child Classic Geometric Clog\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex-Child Classic Fisherman Sandals (Little Big Kid)\", \"asin\": \"\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Arch Support Flip Flops Ladies Comfort Lightweight Soft Yoga Mat Cushion Walking Thong Sandals\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"CHICGAL Summer Dresses for Women Beach Cover Ups Strapless Boho Floral Print Sundress\", \"asin\": \"\", \"price\": \"$19.58\", \"quantity\": \"\"},\n{\"title\": \"ATHMILE Women's Tank Tops Sleeveless Summer Top Spaghetti Strap Spring Shirt Loose Fit Beach Vacation 2025 Casual\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Men's Yoga Mat Leather Flip Flops with Arch Support Comfortable Cushion Walking Thong Sandals Slip On Indoor Outdoor\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Ampeo Women's Arch Support Flip Flops Comfortable Casual Summer Beach Thong Sandals\", \"asin\": \"\", \"price\": \"$13.15\", \"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\": \"2025-04-15T20:21:12.522Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|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": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "price": "$13.98", "quantity": "1"},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "price": "$13.99", "quantity": "1"},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "price": "$13.79", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "price": "$9.99", "quantity": "1"},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "price": "$999.00", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$696.95", "quantity": "1"},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$699.00", "quantity": "1"},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "price": "$3.99", "quantity": "1"},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "price": "$8.09", "quantity": "1"},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "price": "$12.89", "quantity": "1"},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "price": "$16.99", "quantity": "1"},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "price": "$16.89", "quantity": "1"},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "price": "$13.25", "quantity": "1"},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "price": "$4.99", "quantity": "1"}],
"promotion_items": [{"title": "Lip Smacker Marvel, keychain, lip balm for kids - Spiderman", "asin": "", "price": "$5.31", "quantity": ""},
{"title": "NATIONAL GEOGRAPHIC Mega Gemstone Dig Kit \u2013 Dig Up 15 Real Gemstones and Crystals, Science Kit for Kids, Gem Digging Kit, Gift for Girls and Boys, Mining Kit, Rock Collection", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "40 Taylor Swift Songs: Really Easy Piano Series with Lyrics & Performance Tips (Really Easy Piano; Hal Leonard) - Taylor Swift Piano Book with Lyrics - Taylor Swift Lyric Book with Easy-to-Play Songs", "asin": "", "price": "$16.30", "quantity": ""},
{"title": "Dove Whole Body Deodorant Aluminum Free pH Balancing Cream Raspberry & Rose for 72h Odor Control 2.5 Oz", "asin": "", "price": "$9.98", "quantity": ""},
{"title": "Amazon Essentials Women's Sterling Silver Genuine Peridot Frog Pendant Necklace, 18\"", "asin": "", "price": "$16.73", "quantity": ""},
{"title": "Mini Brands Retro 2 Pack Capsule with 60+ Mystery Mini's to Collect, Real Licenses, Rare Collectibles, Blind Pack, Ages 3+", "asin": "", "price": "", "quantity": ""},
{"title": "NATIONAL GEOGRAPHIC Mega Magic Set - More Than 75 Magic Tricks for Kids to Perform with Step-by-Step Video Instructions for Each Trick Provided by a Professional Magician (Amazon Exclusive)", "asin": "", "price": "", "quantity": ""},
{"title": "UBeesize 67\u201d Camera Tripod with Travel Bag, Cell Phone Tripod with Bluetooth Remote and Phone Holder, Compatible with All Cameras, Cell Phones, Projector, Webcam, Spotting Scopes", "asin": "", "price": "", "quantity": ""},
{"title": "Disney Lilo & Stitch Emotions Of Stitch Box Up Panels T-Shirt", "asin": "", "price": "", "quantity": ""},
{"title": "LLSOARSS Plantar Fasciitis Feet Sandal with Arch Support - Best Orthotic flip Flops for Flat Feet\uff0cHeel Pain- for Women", "asin": "B07KRGXF4T", "price": "$28.59", "quantity": ""},
{"title": "KuaiLu Mens Flip Flops Arch Support Comfortable Summer Beach Thong Sandals Yoga Foam Cushion Slip on Slippers", "asin": "B07P3GZ87Z", "price": "$19.98", "quantity": ""},
{"title": "OOFOS OOriginal Recovery Sandal - Women\u2019s and Men\u2019s", "asin": "B007VDJSTI", "price": "$59.95", "quantity": ""},
{"title": "AEROTHOTIC Slip On Recovery Footwear Plantar Fasciitis Flip Flops for Women Yoga Mat Outdoor Walking Beach Ladies Arch Support Summer Thong Dressy Casual Sandals Comfortable Vacation Essentials", "asin": "B07B2WNMY1", "price": "$37.99", "quantity": ""},
{"title": "AEROTHOTIC Arch Support Flip Flops for women Stylish Cushioned Padded Straps with Soft Toe Post Slip on Footwear Dressy Travel Recovery Outdoor Comfortable Walking Women Sandals", "asin": "B087M94P49", "price": "$39.99", "quantity": ""},
{"title": "OLUKAI Ho'opio Women's Beach Sandals, Quick-Dry Flip-Flop Slides, Water Resistant & Modern Low Profile Design, All-Day Comfort Fit & Wet Grip Soles", "asin": "B01HH8LRKO", "price": "$80.00", "quantity": ""},
{"title": "DREAM PAIRS Women's Sandals, Comfortable Arch Support Flip Flops for Summer", "asin": "B0DRVGNFRT", "price": "$24.69", "quantity": ""},
{"title": "jiajiale Womens Fashion Orthotic Flip Flops Ladies Slip On Lightweight Comfortable Thick Cushion Yoga Mat Thong Sandals With Plantar Fasciitis Arch Support", "asin": "B095RHCYRK", "price": "$25.99", "quantity": ""},
{"title": "KuaiLu Womens Flip Flops Ladies Yoga Mat Comfortable Walking Thong Sandals With Plantar Fasciitis Arch Support Slip On Indoor Outdoor For Summer", "asin": "B08XX54P9N", "price": "$26.99", "quantity": ""},
{"title": "monochef Shoe Charms for Girls Teens: 30 Pack Random Different Cute Shoe Decoration Charms, Shoe Charm, Charms for Shoes Bracelet Wristband Party Favors Gifts Boys Kids Adults", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Casazoe Toddler Kids Boys Girls Cute Garden Water Clogs Sandals Slip On Shoes Slipper Slides Lightweight Outdoor Summer Infant Children Beach Pool Shoes (Baby/Toddler Kids)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Crocs Unisex-Child Via Clog, Slip-on Shoes for Kids and Toddlers", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Crocs Unisex-Child Classic Neon Highlighter Clog", "asin": "", "price": "$20.00", "quantity": ""},
{"title": "WOUEOI Kid's Girls Boys Clogs Garden Shoes Cartoon Slides Sandals Beach Slipper Children", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Crocs Kids Classic Clog (Little Kid/Big Kid) - Clogs for Kids - Synthetic Lining - Circulation Nubs Blue Bolt 12 Little Kid M", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Crocs Unisex-Child Duet Max Ii Clog", "asin": "", "price": "$29.26", "quantity": ""},
{"title": "Crocs Unisex-Child Kids' Cutie Crush Clog", "asin": "", "price": "$19.95", "quantity": ""},
{"title": "Disney Mickey Minnie Mouse\u2122 Clogs (Toddler/little kid/big kid)", "asin": "", "price": "$37.90", "quantity": ""},
{"title": "Toddler Kids Classic Clogs Boys Girls Slip on Sandals Water Shoes Light and Durable", "asin": "", "price": "$21.99", "quantity": ""},
{"title": "Cubufly Kids Boys Girls Clog Garden Shoes Slip On Slide Sandals Beach Water Shoes for Toddler/Little Kid/Big Kid/Children", "asin": "", "price": "$20.79", "quantity": ""},
{"title": "Kids Boys&Girls Black Camouflage Clogs Children's Beach Shoes Classic Marbled Tie Dye Clog Little Kid", "asin": "", "price": "$25.99", "quantity": ""},
{"title": "Crocs unisex-child Classic Geometric Clog", "asin": "", "price": "$25.00", "quantity": ""},
{"title": "Crocs Unisex-Child Classic Fisherman Sandals (Little Big Kid)", "asin": "", "price": "$29.95", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Ladies Comfort Lightweight Soft Yoga Mat Cushion Walking Thong Sandals", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "CHICGAL Summer Dresses for Women Beach Cover Ups Strapless Boho Floral Print Sundress", "asin": "", "price": "$19.58", "quantity": ""},
{"title": "ATHMILE Women's Tank Tops Sleeveless Summer Top Spaghetti Strap Spring Shirt Loose Fit Beach Vacation 2025 Casual", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "KuaiLu Men's Yoga Mat Leather Flip Flops with Arch Support Comfortable Cushion Walking Thong Sandals Slip On Indoor Outdoor", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Ampeo Women's Arch Support Flip Flops Comfortable Casual Summer Beach Thong Sandals", "asin": "", "price": "$13.15", "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": "2025-04-15T20:21:12.522Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-15T20:21:12.522Z
|
click
|
nav_bar
|
rule
|
2025-04-15T20:21:12.522Z
|
click
|
nav_bar
|
train
| 403 |
2025-04-15T20:21:12.522Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|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": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "price": "$13.98", "quantity": "1"},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "price": "$13.99", "quantity": "1"},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "price": "$13.79", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "price": "$9.99", "quantity": "1"},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "price": "$999.00", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$696.95", "quantity": "1"},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$699.00", "quantity": "1"},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "price": "$3.99", "quantity": "1"},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "price": "$8.09", "quantity": "1"},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "price": "$12.89", "quantity": "1"},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "price": "$16.99", "quantity": "1"},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "price": "$16.89", "quantity": "1"},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "price": "$13.25", "quantity": "1"},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "price": "$4.99", "quantity": "1"}],
"promotion_items": [{"title": "Lip Smacker Marvel, keychain, lip balm for kids - Spiderman", "asin": "", "price": "$5.31", "quantity": ""},
{"title": "NATIONAL GEOGRAPHIC Mega Gemstone Dig Kit \u2013 Dig Up 15 Real Gemstones and Crystals, Science Kit for Kids, Gem Digging Kit, Gift for Girls and Boys, Mining Kit, Rock Collection", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "40 Taylor Swift Songs: Really Easy Piano Series with Lyrics & Performance Tips (Really Easy Piano; Hal Leonard) - Taylor Swift Piano Book with Lyrics - Taylor Swift Lyric Book with Easy-to-Play Songs", "asin": "", "price": "$16.30", "quantity": ""},
{"title": "Dove Whole Body Deodorant Aluminum Free pH Balancing Cream Raspberry & Rose for 72h Odor Control 2.5 Oz", "asin": "", "price": "$9.98", "quantity": ""},
{"title": "Amazon Essentials Women's Sterling Silver Genuine Peridot Frog Pendant Necklace, 18\"", "asin": "", "price": "$16.73", "quantity": ""},
{"title": "Mini Brands Retro 2 Pack Capsule with 60+ Mystery Mini's to Collect, Real Licenses, Rare Collectibles, Blind Pack, Ages 3+", "asin": "", "price": "", "quantity": ""},
{"title": "NATIONAL GEOGRAPHIC Mega Magic Set - More Than 75 Magic Tricks for Kids to Perform with Step-by-Step Video Instructions for Each Trick Provided by a Professional Magician (Amazon Exclusive)", "asin": "", "price": "", "quantity": ""},
{"title": "UBeesize 67\u201d Camera Tripod with Travel Bag, Cell Phone Tripod with Bluetooth Remote and Phone Holder, Compatible with All Cameras, Cell Phones, Projector, Webcam, Spotting Scopes", "asin": "", "price": "", "quantity": ""},
{"title": "Disney Lilo & Stitch Emotions Of Stitch Box Up Panels T-Shirt", "asin": "", "price": "", "quantity": ""},
{"title": "LLSOARSS Plantar Fasciitis Feet Sandal with Arch Support - Best Orthotic flip Flops for Flat Feet\uff0cHeel Pain- for Women", "asin": "B07KRGXF4T", "price": "$28.59", "quantity": ""},
{"title": "KuaiLu Mens Flip Flops Arch Support Comfortable Summer Beach Thong Sandals Yoga Foam Cushion Slip on Slippers", "asin": "B07P3GZ87Z", "price": "$19.98", "quantity": ""},
{"title": "OOFOS OOriginal Recovery Sandal - Women\u2019s and Men\u2019s", "asin": "B007VDJSTI", "price": "$59.95", "quantity": ""},
{"title": "AEROTHOTIC Slip On Recovery Footwear Plantar Fasciitis Flip Flops for Women Yoga Mat Outdoor Walking Beach Ladies Arch Support Summer Thong Dressy Casual Sandals Comfortable Vacation Essentials", "asin": "B07B2WNMY1", "price": "$37.99", "quantity": ""},
{"title": "AEROTHOTIC Arch Support Flip Flops for women Stylish Cushioned Padded Straps with Soft Toe Post Slip on Footwear Dressy Travel Recovery Outdoor Comfortable Walking Women Sandals", "asin": "B087M94P49", "price": "$39.99", "quantity": ""},
{"title": "OLUKAI Ho'opio Women's Beach Sandals, Quick-Dry Flip-Flop Slides, Water Resistant & Modern Low Profile Design, All-Day Comfort Fit & Wet Grip Soles", "asin": "B01HH8LRKO", "price": "$80.00", "quantity": ""},
{"title": "DREAM PAIRS Women's Sandals, Comfortable Arch Support Flip Flops for Summer", "asin": "B0DRVGNFRT", "price": "$24.69", "quantity": ""},
{"title": "jiajiale Womens Fashion Orthotic Flip Flops Ladies Slip On Lightweight Comfortable Thick Cushion Yoga Mat Thong Sandals With Plantar Fasciitis Arch Support", "asin": "B095RHCYRK", "price": "$25.99", "quantity": ""},
{"title": "KuaiLu Womens Flip Flops Ladies Yoga Mat Comfortable Walking Thong Sandals With Plantar Fasciitis Arch Support Slip On Indoor Outdoor For Summer", "asin": "B08XX54P9N", "price": "$26.99", "quantity": ""},
{"title": "monochef Shoe Charms for Girls Teens: 30 Pack Random Different Cute Shoe Decoration Charms, Shoe Charm, Charms for Shoes Bracelet Wristband Party Favors Gifts Boys Kids Adults", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Casazoe Toddler Kids Boys Girls Cute Garden Water Clogs Sandals Slip On Shoes Slipper Slides Lightweight Outdoor Summer Infant Children Beach Pool Shoes (Baby/Toddler Kids)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Crocs Unisex-Child Via Clog, Slip-on Shoes for Kids and Toddlers", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Crocs Unisex-Child Classic Neon Highlighter Clog", "asin": "", "price": "$20.00", "quantity": ""},
{"title": "WOUEOI Kid's Girls Boys Clogs Garden Shoes Cartoon Slides Sandals Beach Slipper Children", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Crocs Kids Classic Clog (Little Kid/Big Kid) - Clogs for Kids - Synthetic Lining - Circulation Nubs Blue Bolt 12 Little Kid M", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Crocs Unisex-Child Duet Max Ii Clog", "asin": "", "price": "$29.26", "quantity": ""},
{"title": "Crocs Unisex-Child Kids' Cutie Crush Clog", "asin": "", "price": "$19.95", "quantity": ""},
{"title": "Disney Mickey Minnie Mouse\u2122 Clogs (Toddler/little kid/big kid)", "asin": "", "price": "$37.90", "quantity": ""},
{"title": "Toddler Kids Classic Clogs Boys Girls Slip on Sandals Water Shoes Light and Durable", "asin": "", "price": "$21.99", "quantity": ""},
{"title": "Cubufly Kids Boys Girls Clog Garden Shoes Slip On Slide Sandals Beach Water Shoes for Toddler/Little Kid/Big Kid/Children", "asin": "", "price": "$20.79", "quantity": ""},
{"title": "Kids Boys&Girls Black Camouflage Clogs Children's Beach Shoes Classic Marbled Tie Dye Clog Little Kid", "asin": "", "price": "$25.99", "quantity": ""},
{"title": "Crocs unisex-child Classic Geometric Clog", "asin": "", "price": "$25.00", "quantity": ""},
{"title": "Crocs Unisex-Child Classic Fisherman Sandals (Little Big Kid)", "asin": "", "price": "$29.95", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Ladies Comfort Lightweight Soft Yoga Mat Cushion Walking Thong Sandals", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "CHICGAL Summer Dresses for Women Beach Cover Ups Strapless Boho Floral Print Sundress", "asin": "", "price": "$19.58", "quantity": ""},
{"title": "ATHMILE Women's Tank Tops Sleeveless Summer Top Spaghetti Strap Spring Shirt Loose Fit Beach Vacation 2025 Casual", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "KuaiLu Men's Yoga Mat Leather Flip Flops with Arch Support Comfortable Cushion Walking Thong Sandals Slip On Indoor Outdoor", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Ampeo Women's Arch Support Flip Flops Comfortable Casual Summer Beach Thong Sandals", "asin": "", "price": "$13.15", "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": "2025-04-15T20:21:12.522Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"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\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards\", \"asin\": \"B092NFVQXM\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son\", \"asin\": \"B0C49HTY5V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"MBL Easter Basket Essentials Stuffers Duck \\u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her\", \"asin\": \"B0CYN57Z3T\", \"price\": \"$16.29\", \"quantity\": \"\"},\n{\"title\": \"ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor\", \"asin\": \"B0DKNM99SJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals\", \"asin\": \"B08GKGCH2R\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger\", \"asin\": \"/promo/AVSOFCCSWP7QT\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life\", \"asin\": \"B00MNV8E0C\", \"price\": \"$14.30\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"quantity\": \"\"},\n{\"title\": \"Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.98\", \"quantity\": \"\"},\n{\"title\": \"Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz\", \"asin\": \"B00TPRG5D0\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life\", \"asin\": \"B07RX92KGM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free\", \"asin\": \"B0753NHZVQ\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8\", \"asin\": \"B0C5ZRQS2X\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"White Khaki\"}]},\n{\"title\": \"Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)\", \"asin\": \"B08225GLJZ\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"delivery\": \"FREE delivery Fri, Apr 18 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery Sun, Apr 20 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"delivery\": \"FREE delivery Fri, Apr 18 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Voniko AG13 LR44 Batteries 20 Pack\\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices\", \"asin\": \"B09M877XZS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle\", \"asin\": \"B0CMV64X7S\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Hawaiian Luau\"}, {\"Size\": \"32 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)\", \"asin\": \"B09CYT61P9\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ducking Amazing\"}]},\n{\"title\": \"BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ\", \"asin\": \"B0B1V1751N\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Accent Black Prime\"}]},\n{\"title\": \"MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)\", \"asin\": \"B0C9Z83ZMS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"iDesign Mask, Small, Black\", \"asin\": \"B00H7XXAWS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids\", \"asin\": \"B089B19NSD\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"A\"}]}],\n\"saved_items\": [{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$998.00\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$799.99\", \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz\", \"asin\": \"B01B0LWOB0\", \"options\": []},\n{\"title\": \"fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A\", \"asin\": \"B0CS97BHXW\", \"options\": []},\n{\"title\": \"fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White\", \"asin\": \"B0CS8VMLH7\", \"options\": []},\n{\"title\": \"Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black\", \"asin\": \"B0C5P59T9J\", \"options\": [{\"Style\": \"EOS R100 w/RF-S18-45mm + RF-S55-210mm\"}]},\n{\"title\": \"ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts\", \"asin\": \"B0CGK1P1N7\", \"options\": [{\"Style\": \"Panda\"}]},\n{\"title\": \"Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)\", \"asin\": \"B0CDXVRX45\", \"options\": [{\"Color\": \"Dog\"}]},\n{\"title\": \"beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W\", \"asin\": \"B081YZLG31\", \"options\": []},\n{\"title\": \"OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz\", \"asin\": \"B07CTSS14R\", \"options\": [{\"Size\": \"19.5 Fl Oz (Pack of 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\": \"2025-04-15T20:21:33.114Z\", // 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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:21:12.522Z", "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": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "MBL Easter Basket Essentials Stuffers Duck \u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her", "asin": "B0CYN57Z3T", "price": "$16.29", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "B0DKNM99SJ", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "B08GKGCH2R", "price": "$13.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "/promo/AVSOFCCSWP7QT", "price": "$59.99", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.30", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "B0753NHZVQ", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sun, Apr 20 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$799.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-15T20:21:33.114Z", // 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>
|
2025-04-15T20:21:33.114Z
|
click
|
cart_page_select
|
rule
|
2025-04-15T20:21:33.114Z
|
click
|
cart_page_select
|
train
| 404 |
2025-04-15T20:21:33.114Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:21:12.522Z", "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": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "MBL Easter Basket Essentials Stuffers Duck \u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her", "asin": "B0CYN57Z3T", "price": "$16.29", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "B0DKNM99SJ", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "B08GKGCH2R", "price": "$13.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "/promo/AVSOFCCSWP7QT", "price": "$59.99", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.30", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "B0753NHZVQ", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sun, Apr 20 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$799.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-15T20:21:33.114Z", // 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards\", \"asin\": \"B092NFVQXM\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son\", \"asin\": \"B0C49HTY5V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"MBL Easter Basket Essentials Stuffers Duck \\u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her\", \"asin\": \"B0CYN57Z3T\", \"price\": \"$16.29\", \"quantity\": \"\"},\n{\"title\": \"ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor\", \"asin\": \"B0DKNM99SJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals\", \"asin\": \"B08GKGCH2R\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger\", \"asin\": \"/promo/AVSOFCCSWP7QT\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life\", \"asin\": \"B00MNV8E0C\", \"price\": \"$14.30\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"quantity\": \"\"},\n{\"title\": \"Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.98\", \"quantity\": \"\"},\n{\"title\": \"Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz\", \"asin\": \"B00TPRG5D0\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life\", \"asin\": \"B07RX92KGM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free\", \"asin\": \"B0753NHZVQ\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8\", \"asin\": \"B0C5ZRQS2X\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"White Khaki\"}]},\n{\"title\": \"Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)\", \"asin\": \"B08225GLJZ\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"delivery\": \"FREE delivery Fri, Apr 18 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery Sun, Apr 20 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"delivery\": \"FREE delivery Fri, Apr 18 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Voniko AG13 LR44 Batteries 20 Pack\\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices\", \"asin\": \"B09M877XZS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle\", \"asin\": \"B0CMV64X7S\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Hawaiian Luau\"}, {\"Size\": \"32 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)\", \"asin\": \"B09CYT61P9\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ducking Amazing\"}]},\n{\"title\": \"BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ\", \"asin\": \"B0B1V1751N\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Accent Black Prime\"}]},\n{\"title\": \"MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)\", \"asin\": \"B0C9Z83ZMS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"iDesign Mask, Small, Black\", \"asin\": \"B00H7XXAWS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids\", \"asin\": \"B089B19NSD\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"A\"}]}],\n\"saved_items\": [{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$998.00\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$799.99\", \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz\", \"asin\": \"B01B0LWOB0\", \"options\": []},\n{\"title\": \"fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A\", \"asin\": \"B0CS97BHXW\", \"options\": []},\n{\"title\": \"fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White\", \"asin\": \"B0CS8VMLH7\", \"options\": []},\n{\"title\": \"Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black\", \"asin\": \"B0C5P59T9J\", \"options\": [{\"Style\": \"EOS R100 w/RF-S18-45mm + RF-S55-210mm\"}]},\n{\"title\": \"ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts\", \"asin\": \"B0CGK1P1N7\", \"options\": [{\"Style\": \"Panda\"}]},\n{\"title\": \"Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)\", \"asin\": \"B0CDXVRX45\", \"options\": [{\"Color\": \"Dog\"}]},\n{\"title\": \"beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W\", \"asin\": \"B081YZLG31\", \"options\": []},\n{\"title\": \"OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz\", \"asin\": \"B07CTSS14R\", \"options\": [{\"Size\": \"19.5 Fl Oz (Pack of 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\": \"2025-04-15T20:21:33.150Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "MBL Easter Basket Essentials Stuffers Duck \u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her", "asin": "B0CYN57Z3T", "price": "$16.29", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "B0DKNM99SJ", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "B08GKGCH2R", "price": "$13.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "/promo/AVSOFCCSWP7QT", "price": "$59.99", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.30", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "B0753NHZVQ", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sun, Apr 20 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$799.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-15T20:21:33.150Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-15T20:21:33.150Z
|
click
|
cart_page_select
|
rule
|
2025-04-15T20:21:33.150Z
|
click
|
cart_page_select
|
train
| 405 |
2025-04-15T20:21:33.150Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "MBL Easter Basket Essentials Stuffers Duck \u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her", "asin": "B0CYN57Z3T", "price": "$16.29", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "B0DKNM99SJ", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "B08GKGCH2R", "price": "$13.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "/promo/AVSOFCCSWP7QT", "price": "$59.99", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.30", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "B0753NHZVQ", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sun, Apr 20 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$799.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-15T20:21:33.150Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards\", \"asin\": \"B092NFVQXM\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son\", \"asin\": \"B0C49HTY5V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"MBL Easter Basket Essentials Stuffers Duck \\u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her\", \"asin\": \"B0CYN57Z3T\", \"price\": \"$16.29\", \"quantity\": \"\"},\n{\"title\": \"ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor\", \"asin\": \"B0DKNM99SJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals\", \"asin\": \"B08GKGCH2R\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger\", \"asin\": \"/promo/AVSOFCCSWP7QT\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life\", \"asin\": \"B00MNV8E0C\", \"price\": \"$14.30\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"quantity\": \"\"},\n{\"title\": \"Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.98\", \"quantity\": \"\"},\n{\"title\": \"Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz\", \"asin\": \"B00TPRG5D0\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life\", \"asin\": \"B07RX92KGM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free\", \"asin\": \"B0753NHZVQ\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8\", \"asin\": \"B0C5ZRQS2X\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"White Khaki\"}]},\n{\"title\": \"Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)\", \"asin\": \"B08225GLJZ\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"delivery\": \"FREE delivery Fri, Apr 18 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery Sun, Apr 20 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"delivery\": \"FREE delivery Fri, Apr 18 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Voniko AG13 LR44 Batteries 20 Pack\\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices\", \"asin\": \"B09M877XZS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle\", \"asin\": \"B0CMV64X7S\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Hawaiian Luau\"}, {\"Size\": \"32 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)\", \"asin\": \"B09CYT61P9\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ducking Amazing\"}]},\n{\"title\": \"BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ\", \"asin\": \"B0B1V1751N\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Accent Black Prime\"}]},\n{\"title\": \"MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)\", \"asin\": \"B0C9Z83ZMS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"iDesign Mask, Small, Black\", \"asin\": \"B00H7XXAWS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids\", \"asin\": \"B089B19NSD\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"A\"}]}],\n\"saved_items\": [{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$998.00\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$799.99\", \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz\", \"asin\": \"B01B0LWOB0\", \"options\": []},\n{\"title\": \"fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A\", \"asin\": \"B0CS97BHXW\", \"options\": []},\n{\"title\": \"fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White\", \"asin\": \"B0CS8VMLH7\", \"options\": []},\n{\"title\": \"Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black\", \"asin\": \"B0C5P59T9J\", \"options\": [{\"Style\": \"EOS R100 w/RF-S18-45mm + RF-S55-210mm\"}]},\n{\"title\": \"ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts\", \"asin\": \"B0CGK1P1N7\", \"options\": [{\"Style\": \"Panda\"}]},\n{\"title\": \"Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)\", \"asin\": \"B0CDXVRX45\", \"options\": [{\"Color\": \"Dog\"}]},\n{\"title\": \"beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W\", \"asin\": \"B081YZLG31\", \"options\": []},\n{\"title\": \"OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz\", \"asin\": \"B07CTSS14R\", \"options\": [{\"Size\": \"19.5 Fl Oz (Pack of 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\": \"2025-04-15T20:21:46.327Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "MBL Easter Basket Essentials Stuffers Duck \u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her", "asin": "B0CYN57Z3T", "price": "$16.29", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "B0DKNM99SJ", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "B08GKGCH2R", "price": "$13.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "/promo/AVSOFCCSWP7QT", "price": "$59.99", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.30", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "B0753NHZVQ", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sun, Apr 20 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$799.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-15T20:21:46.327Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-15T20:21:46.327Z
|
click
|
cart_page_select
|
rule
|
2025-04-15T20:21:46.327Z
|
click
|
cart_page_select
|
train
| 406 |
2025-04-15T20:21:46.327Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "MBL Easter Basket Essentials Stuffers Duck \u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her", "asin": "B0CYN57Z3T", "price": "$16.29", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "B0DKNM99SJ", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "B08GKGCH2R", "price": "$13.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "/promo/AVSOFCCSWP7QT", "price": "$59.99", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.30", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "B0753NHZVQ", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sun, Apr 20 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$799.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-15T20:21:46.327Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards\", \"asin\": \"B092NFVQXM\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son\", \"asin\": \"B0C49HTY5V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"MBL Easter Basket Essentials Stuffers Duck \\u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her\", \"asin\": \"B0CYN57Z3T\", \"price\": \"$16.29\", \"quantity\": \"\"},\n{\"title\": \"ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor\", \"asin\": \"B0DKNM99SJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals\", \"asin\": \"B08GKGCH2R\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger\", \"asin\": \"/promo/AVSOFCCSWP7QT\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life\", \"asin\": \"B00MNV8E0C\", \"price\": \"$14.30\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"quantity\": \"\"},\n{\"title\": \"Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.98\", \"quantity\": \"\"},\n{\"title\": \"Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz\", \"asin\": \"B00TPRG5D0\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life\", \"asin\": \"B07RX92KGM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free\", \"asin\": \"B0753NHZVQ\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8\", \"asin\": \"B0C5ZRQS2X\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"White Khaki\"}]},\n{\"title\": \"Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)\", \"asin\": \"B08225GLJZ\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"delivery\": \"FREE delivery Fri, Apr 18 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery Sun, Apr 20 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"delivery\": \"FREE delivery Fri, Apr 18 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Voniko AG13 LR44 Batteries 20 Pack\\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices\", \"asin\": \"B09M877XZS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle\", \"asin\": \"B0CMV64X7S\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Hawaiian Luau\"}, {\"Size\": \"32 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)\", \"asin\": \"B09CYT61P9\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ducking Amazing\"}]},\n{\"title\": \"BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ\", \"asin\": \"B0B1V1751N\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Accent Black Prime\"}]},\n{\"title\": \"MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)\", \"asin\": \"B0C9Z83ZMS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"iDesign Mask, Small, Black\", \"asin\": \"B00H7XXAWS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids\", \"asin\": \"B089B19NSD\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"A\"}]}],\n\"saved_items\": [{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$998.00\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$799.99\", \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz\", \"asin\": \"B01B0LWOB0\", \"options\": []},\n{\"title\": \"fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A\", \"asin\": \"B0CS97BHXW\", \"options\": []},\n{\"title\": \"fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White\", \"asin\": \"B0CS8VMLH7\", \"options\": []},\n{\"title\": \"Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black\", \"asin\": \"B0C5P59T9J\", \"options\": [{\"Style\": \"EOS R100 w/RF-S18-45mm + RF-S55-210mm\"}]},\n{\"title\": \"ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts\", \"asin\": \"B0CGK1P1N7\", \"options\": [{\"Style\": \"Panda\"}]},\n{\"title\": \"Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)\", \"asin\": \"B0CDXVRX45\", \"options\": [{\"Color\": \"Dog\"}]},\n{\"title\": \"beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W\", \"asin\": \"B081YZLG31\", \"options\": []},\n{\"title\": \"OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz\", \"asin\": \"B07CTSS14R\", \"options\": [{\"Size\": \"19.5 Fl Oz (Pack of 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\": \"2025-04-15T20:21:46.365Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "MBL Easter Basket Essentials Stuffers Duck \u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her", "asin": "B0CYN57Z3T", "price": "$16.29", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "B0DKNM99SJ", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "B08GKGCH2R", "price": "$13.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "/promo/AVSOFCCSWP7QT", "price": "$59.99", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.30", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "B0753NHZVQ", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sun, Apr 20 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$799.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-15T20:21:46.365Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-15T20:21:46.365Z
|
click
|
cart_page_select
|
rule
|
2025-04-15T20:21:46.365Z
|
click
|
cart_page_select
|
train
| 407 |
2025-04-15T20:21:46.365Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "MBL Easter Basket Essentials Stuffers Duck \u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her", "asin": "B0CYN57Z3T", "price": "$16.29", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "B0DKNM99SJ", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "B08GKGCH2R", "price": "$13.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "/promo/AVSOFCCSWP7QT", "price": "$59.99", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.30", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "B0753NHZVQ", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sun, Apr 20 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$799.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-15T20:21:46.365Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards\", \"asin\": \"B092NFVQXM\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son\", \"asin\": \"B0C49HTY5V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"MBL Easter Basket Essentials Stuffers Duck \\u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her\", \"asin\": \"B0CYN57Z3T\", \"price\": \"$16.29\", \"quantity\": \"\"},\n{\"title\": \"ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor\", \"asin\": \"B0DKNM99SJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals\", \"asin\": \"B08GKGCH2R\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger\", \"asin\": \"/promo/AVSOFCCSWP7QT\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life\", \"asin\": \"B00MNV8E0C\", \"price\": \"$14.30\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"quantity\": \"\"},\n{\"title\": \"Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.98\", \"quantity\": \"\"},\n{\"title\": \"Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz\", \"asin\": \"B00TPRG5D0\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life\", \"asin\": \"B07RX92KGM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free\", \"asin\": \"B0753NHZVQ\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8\", \"asin\": \"B0C5ZRQS2X\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"White Khaki\"}]},\n{\"title\": \"Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)\", \"asin\": \"B08225GLJZ\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"delivery\": \"FREE delivery Fri, Apr 18 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery Sun, Apr 20 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"delivery\": \"FREE delivery Fri, Apr 18 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Voniko AG13 LR44 Batteries 20 Pack\\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices\", \"asin\": \"B09M877XZS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle\", \"asin\": \"B0CMV64X7S\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Hawaiian Luau\"}, {\"Size\": \"32 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)\", \"asin\": \"B09CYT61P9\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ducking Amazing\"}]},\n{\"title\": \"BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ\", \"asin\": \"B0B1V1751N\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Accent Black Prime\"}]},\n{\"title\": \"MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)\", \"asin\": \"B0C9Z83ZMS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"iDesign Mask, Small, Black\", \"asin\": \"B00H7XXAWS\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids\", \"asin\": \"B089B19NSD\", \"delivery\": \"FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"A\"}]}],\n\"saved_items\": [{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$998.00\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$799.99\", \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz\", \"asin\": \"B01B0LWOB0\", \"options\": []},\n{\"title\": \"fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A\", \"asin\": \"B0CS97BHXW\", \"options\": []},\n{\"title\": \"fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White\", \"asin\": \"B0CS8VMLH7\", \"options\": []},\n{\"title\": \"Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black\", \"asin\": \"B0C5P59T9J\", \"options\": [{\"Style\": \"EOS R100 w/RF-S18-45mm + RF-S55-210mm\"}]},\n{\"title\": \"ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts\", \"asin\": \"B0CGK1P1N7\", \"options\": [{\"Style\": \"Panda\"}]},\n{\"title\": \"Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)\", \"asin\": \"B0CDXVRX45\", \"options\": [{\"Color\": \"Dog\"}]},\n{\"title\": \"beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W\", \"asin\": \"B081YZLG31\", \"options\": []},\n{\"title\": \"OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz\", \"asin\": \"B07CTSS14R\", \"options\": [{\"Size\": \"19.5 Fl Oz (Pack of 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\": \"2025-04-15T20:21:50.154Z\", // 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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "MBL Easter Basket Essentials Stuffers Duck \u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her", "asin": "B0CYN57Z3T", "price": "$16.29", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "B0DKNM99SJ", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "B08GKGCH2R", "price": "$13.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "/promo/AVSOFCCSWP7QT", "price": "$59.99", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.30", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "B0753NHZVQ", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sun, Apr 20 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$799.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-15T20:21:50.154Z", // 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>
|
2025-04-15T20:21:50.154Z
|
purchase
|
B0C5ZRQS2X
|
rule
|
2025-04-15T20:21:50.154Z
|
purchase
|
B0C5ZRQS2X
|
train
| 408 |
2025-04-15T20:21:50.154Z
|
purchase
|
B0C5ZRQS2X
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "MBL Easter Basket Essentials Stuffers Duck \u2013 Handmade Emotional Cheer Support Positive Funny Pickle Potato Nuggets for Men Women Friends Coworkers, Birthday for Him Her", "asin": "B0CYN57Z3T", "price": "$16.29", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "B0DKNM99SJ", "price": "$9.99", "quantity": ""},
{"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "B08GKGCH2R", "price": "$13.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "/promo/AVSOFCCSWP7QT", "price": "$59.99", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.30", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Command Large Utility Hooks, 7-Hooks, 12-Strips, Organize Damage-Free", "asin": "B0753NHZVQ", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sun, Apr 20 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Fri, Apr 18 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sun, Apr 20 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$799.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-15T20:21:50.154Z", // 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"/promo/A3MH5P2QZ852IN\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life\", \"asin\": \"B00MNV8E0C\", \"price\": \"$14.35\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"quantity\": \"\"},\n{\"title\": \"LiCB CR2032 3V Lithium Battery(10-Pack)\", \"asin\": \"B071D4DKTZ\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.98\", \"quantity\": \"\"},\n{\"title\": \"Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz\", \"asin\": \"B00TPRG5D0\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life\", \"asin\": \"B07RX92KGM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards\", \"asin\": \"B092NFVQXM\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son\", \"asin\": \"B0C49HTY5V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"MBL Birthday Gifts for Her Women \\u2013 Handmade Emotional Cheer Support Positive Inspirational Small Funny Cute Duck Pickle Potato Nuggets Present for Him Men Friend Coworker Birthdays Graduation\", \"asin\": \"B0CYN57Z3T\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor\", \"asin\": \"/promo/AFZ5FN9K4WGOE\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger\", \"asin\": \"B09HBYVGYJ\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Softsoap Milk & Honey Scented, Liquid Hand Soap Refill, 50 Ounce\", \"asin\": \"B07L98GZH9\", \"price\": \"$5.97\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8\", \"asin\": \"B0C5ZRQS2X\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"White Khaki\"}]},\n{\"title\": \"Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)\", \"asin\": \"B08225GLJZ\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You, I Have Been Changed for Good - Friendship & BFF Gifts - Set of 2 (necklace)\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"delivery\": \"FREE delivery Thu, Apr 24 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"delivery\": \"FREE delivery Thu, Apr 24 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Voniko AG13 LR44 Batteries 20 Pack\\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices\", \"asin\": \"B09M877XZS\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle\", \"asin\": \"B0CMV64X7S\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Hawaiian Luau\"}, {\"Size\": \"32 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)\", \"asin\": \"B09CYT61P9\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ducking Amazing\"}]},\n{\"title\": \"BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ\", \"asin\": \"B0B1V1751N\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Accent Black Prime\"}]},\n{\"title\": \"MNIGIU Biology Tote Bag - Student & Teacher Gift - Biologist Graduation Gift (Black)\", \"asin\": \"B0C9Z83ZMS\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"iDesign Mask, Small, Black\", \"asin\": \"B00H7XXAWS\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids\", \"asin\": \"B089B19NSD\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"A\"}]}],\n\"saved_items\": [{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$998.00\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$719.99\", \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz\", \"asin\": \"B01B0LWOB0\", \"options\": []},\n{\"title\": \"fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A\", \"asin\": \"B0CS97BHXW\", \"options\": []},\n{\"title\": \"fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White\", \"asin\": \"B0CS8VMLH7\", \"options\": []},\n{\"title\": \"Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black\", \"asin\": \"B0C5P59T9J\", \"options\": [{\"Style\": \"EOS R100 w/RF-S18-45mm + RF-S55-210mm\"}]},\n{\"title\": \"ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts\", \"asin\": \"B0CGK1P1N7\", \"options\": [{\"Style\": \"Panda\"}]},\n{\"title\": \"Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)\", \"asin\": \"B0CDXVRX45\", \"options\": [{\"Color\": \"Dog\"}]},\n{\"title\": \"beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W\", \"asin\": \"B081YZLG31\", \"options\": []},\n{\"title\": \"OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz\", \"asin\": \"B07CTSS14R\", \"options\": [{\"Size\": \"19.5 Fl Oz (Pack of 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\": \"2025-04-21T20:28:26.591Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "/promo/A3MH5P2QZ852IN", "price": "$5.68", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.35", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "LiCB CR2032 3V Lithium Battery(10-Pack)", "asin": "B071D4DKTZ", "price": "$5.09", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "MBL Birthday Gifts for Her Women \u2013 Handmade Emotional Cheer Support Positive Inspirational Small Funny Cute Duck Pickle Potato Nuggets Present for Him Men Friend Coworker Birthdays Graduation", "asin": "B0CYN57Z3T", "price": "$9.99", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "/promo/AFZ5FN9K4WGOE", "price": "$9.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "B09HBYVGYJ", "price": "$59.99", "quantity": ""},
{"title": "Softsoap Milk & Honey Scented, Liquid Hand Soap Refill, 50 Ounce", "asin": "B07L98GZH9", "price": "$5.97", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You, I Have Been Changed for Good - Friendship & BFF Gifts - Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Thu, Apr 24 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sat, Apr 26 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Thu, Apr 24 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag - Student & Teacher Gift - Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$719.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-21T20:28:26.591Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:28:26.591Z
|
click
|
nav_bar
|
rule
|
2025-04-21T20:28:26.591Z
|
click
|
nav_bar
|
train
| 409 |
2025-04-21T20:28:26.591Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "/promo/A3MH5P2QZ852IN", "price": "$5.68", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.35", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "LiCB CR2032 3V Lithium Battery(10-Pack)", "asin": "B071D4DKTZ", "price": "$5.09", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "MBL Birthday Gifts for Her Women \u2013 Handmade Emotional Cheer Support Positive Inspirational Small Funny Cute Duck Pickle Potato Nuggets Present for Him Men Friend Coworker Birthdays Graduation", "asin": "B0CYN57Z3T", "price": "$9.99", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "/promo/AFZ5FN9K4WGOE", "price": "$9.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "B09HBYVGYJ", "price": "$59.99", "quantity": ""},
{"title": "Softsoap Milk & Honey Scented, Liquid Hand Soap Refill, 50 Ounce", "asin": "B07L98GZH9", "price": "$5.97", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You, I Have Been Changed for Good - Friendship & BFF Gifts - Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Thu, Apr 24 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sat, Apr 26 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Thu, Apr 24 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag - Student & Teacher Gift - Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$719.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-21T20:28:26.591Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"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\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"/promo/A3MH5P2QZ852IN\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life\", \"asin\": \"B00MNV8E0C\", \"price\": \"$14.35\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"quantity\": \"\"},\n{\"title\": \"LiCB CR2032 3V Lithium Battery(10-Pack)\", \"asin\": \"B071D4DKTZ\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.98\", \"quantity\": \"\"},\n{\"title\": \"Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz\", \"asin\": \"B00TPRG5D0\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life\", \"asin\": \"B07RX92KGM\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards\", \"asin\": \"B092NFVQXM\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son\", \"asin\": \"B0C49HTY5V\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"MBL Birthday Gifts for Her Women \\u2013 Handmade Emotional Cheer Support Positive Inspirational Small Funny Cute Duck Pickle Potato Nuggets Present for Him Men Friend Coworker Birthdays Graduation\", \"asin\": \"B0CYN57Z3T\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor\", \"asin\": \"/promo/AFZ5FN9K4WGOE\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger\", \"asin\": \"B09HBYVGYJ\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Softsoap Milk & Honey Scented, Liquid Hand Soap Refill, 50 Ounce\", \"asin\": \"B07L98GZH9\", \"price\": \"$5.97\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8\", \"asin\": \"B0C5ZRQS2X\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"White Khaki\"}]},\n{\"title\": \"Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)\", \"asin\": \"B08225GLJZ\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You, I Have Been Changed for Good - Friendship & BFF Gifts - Set of 2 (necklace)\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"delivery\": \"FREE delivery Thu, Apr 24 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery Sat, Apr 26 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"delivery\": \"FREE delivery Thu, Apr 24 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Voniko AG13 LR44 Batteries 20 Pack\\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices\", \"asin\": \"B09M877XZS\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle\", \"asin\": \"B0CMV64X7S\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Hawaiian Luau\"}, {\"Size\": \"32 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)\", \"asin\": \"B09CYT61P9\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ducking Amazing\"}]},\n{\"title\": \"BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ\", \"asin\": \"B0B1V1751N\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Accent Black Prime\"}]},\n{\"title\": \"MNIGIU Biology Tote Bag - Student & Teacher Gift - Biologist Graduation Gift (Black)\", \"asin\": \"B0C9Z83ZMS\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"iDesign Mask, Small, Black\", \"asin\": \"B00H7XXAWS\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids\", \"asin\": \"B089B19NSD\", \"delivery\": \"FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"A\"}]}],\n\"saved_items\": [{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$998.00\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$719.99\", \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz\", \"asin\": \"B01B0LWOB0\", \"options\": []},\n{\"title\": \"fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A\", \"asin\": \"B0CS97BHXW\", \"options\": []},\n{\"title\": \"fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White\", \"asin\": \"B0CS8VMLH7\", \"options\": []},\n{\"title\": \"Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black\", \"asin\": \"B0C5P59T9J\", \"options\": [{\"Style\": \"EOS R100 w/RF-S18-45mm + RF-S55-210mm\"}]},\n{\"title\": \"ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts\", \"asin\": \"B0CGK1P1N7\", \"options\": [{\"Style\": \"Panda\"}]},\n{\"title\": \"Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)\", \"asin\": \"B0CDXVRX45\", \"options\": [{\"Color\": \"Dog\"}]},\n{\"title\": \"beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W\", \"asin\": \"B081YZLG31\", \"options\": []},\n{\"title\": \"OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz\", \"asin\": \"B07CTSS14R\", \"options\": [{\"Size\": \"19.5 Fl Oz (Pack of 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\": \"2025-04-21T20:28:26.845Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "/promo/A3MH5P2QZ852IN", "price": "$5.68", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.35", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "LiCB CR2032 3V Lithium Battery(10-Pack)", "asin": "B071D4DKTZ", "price": "$5.09", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "MBL Birthday Gifts for Her Women \u2013 Handmade Emotional Cheer Support Positive Inspirational Small Funny Cute Duck Pickle Potato Nuggets Present for Him Men Friend Coworker Birthdays Graduation", "asin": "B0CYN57Z3T", "price": "$9.99", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "/promo/AFZ5FN9K4WGOE", "price": "$9.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "B09HBYVGYJ", "price": "$59.99", "quantity": ""},
{"title": "Softsoap Milk & Honey Scented, Liquid Hand Soap Refill, 50 Ounce", "asin": "B07L98GZH9", "price": "$5.97", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You, I Have Been Changed for Good - Friendship & BFF Gifts - Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Thu, Apr 24 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sat, Apr 26 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Thu, Apr 24 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag - Student & Teacher Gift - Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$719.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-21T20:28:26.845Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:28:26.845Z
|
click
|
nav_bar
|
rule
|
2025-04-21T20:28:26.845Z
|
click
|
nav_bar
|
train
| 410 |
2025-04-21T20:28:26.845Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "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": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "/promo/A3MH5P2QZ852IN", "price": "$5.68", "quantity": ""},
{"title": "Amazon Basics 48-Pack AA Alkaline High-Performance Batteries, 1.5 Volt, 10-Year Shelf Life", "asin": "B00MNV8E0C", "price": "$14.35", "quantity": ""},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "LiCB CR2032 3V Lithium Battery(10-Pack)", "asin": "B071D4DKTZ", "price": "$5.09", "quantity": ""},
{"title": "Lottabody Coconut Oil and Shea Wrap Me Foaming Curl Mousse , Creates Soft Wraps, Hair Mousse for Curly Hair, Defines Curls, Anti Frizz, 7 Fl Oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.98", "quantity": ""},
{"title": "Degree Men Original Antiperspirant Deodorant Cool Rush Twin Pack 48-Hour Sweat & Odor Protection Antiperspirant For Men 2.7 oz", "asin": "B00TPRG5D0", "price": "$6.96", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Voniko - Premium Grade AAA Batteries - 24 Pack - Alkaline Triple A Battery - Ultra Long-Lasting, Leakproof 1.5v Batteries - 10-Year Shelf Life", "asin": "B07RX92KGM", "price": "$6.99", "quantity": ""},
{"title": "Hamilton Birthday Card,Musical Birthday Card,King George III Birthday Cards", "asin": "B092NFVQXM", "price": "$6.88", "quantity": ""},
{"title": "Hamilton Musical Merchandise Keyring Inspirational Gifts Cute Keyring for Women Teenager Girls Daughter Son", "asin": "B0C49HTY5V", "price": "$9.99", "quantity": ""},
{"title": "MBL Birthday Gifts for Her Women \u2013 Handmade Emotional Cheer Support Positive Inspirational Small Funny Cute Duck Pickle Potato Nuggets Present for Him Men Friend Coworker Birthdays Graduation", "asin": "B0CYN57Z3T", "price": "$9.99", "quantity": ""},
{"title": "ZAOQIAN Elphaba Glinda Friendship Matching Bracelets-Crown Witch Hat Matching Bracelets-BFF Couples Accessories Gifts for Fans Dress Decor", "asin": "/promo/AFZ5FN9K4WGOE", "price": "$9.99", "quantity": ""},
{"title": "Artman EN-EL25 EN-EL25A Battery 2-Pack 1600mAh and USB-C LCD Dual Charger Compatible with Nikon Z30 Z50 ZFC Camera 4241 ENEL25 EN-EL25a Battery, MH-32 Charger", "asin": "B09HBYVGYJ", "price": "$59.99", "quantity": ""},
{"title": "Softsoap Milk & Honey Scented, Liquid Hand Soap Refill, 50 Ounce", "asin": "B07L98GZH9", "price": "$5.97", "quantity": ""}],
"active_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "White Khaki"}]},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Color": "Drama Star Mirror"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You, I Have Been Changed for Good - Friendship & BFF Gifts - Set of 2 (necklace)", "asin": "B07Y27R1X7", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "delivery": "FREE delivery Thu, Apr 24 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery Sat, Apr 26 available at checkout FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "delivery": "FREE delivery Thu, Apr 24 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Hawaiian Luau"}, {"Size": "32 Fl Oz (Pack of 1)"}]},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ducking Amazing"}]},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Accent Black Prime"}]},
{"title": "MNIGIU Biology Tote Bag - Student & Teacher Gift - Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black"}]},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "delivery": "FREE delivery Sat, Apr 26 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "A"}]}],
"saved_items": [{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$998.00", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$719.99", "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "DNA Biology Coffee Mug - Stop Copying Me, Amino It - Ceramic Mug 11 Oz", "asin": "B01B0LWOB0", "options": []},
{"title": "fxwtich Wired Earphone Music Listening Intelligent Noise Reduction Convenient Type-C/3.5mm Headphones with Microphone Earphone A", "asin": "B0CS97BHXW", "options": []},
{"title": "fxwtich Earphone with Strong Data Transmission Line Pull-Resistant Tough Wire Wired Headphones Type-c in-Ear HiFi Sound Heavy Brass Noise Reduction Immersive White", "asin": "B0CS8VMLH7", "options": []},
{"title": "Canon EOS R100 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM & RF-S55-210mm F5-7.1 is STM Lens Kit, 24.1 Megapixel CMOS (APS-C) Sensor, 4K Video, RF Mount, Black", "asin": "B0C5P59T9J", "options": [{"Style": "EOS R100 w/RF-S18-45mm + RF-S55-210mm"}]},
{"title": "ATSUI Cute Panda Night Light, LED Squishy Novelty Animal Night Lamp, Food Grade Silicone 3 Level Dimmable Nursery Nightlight for Desk Decor, Funny Gifts Stuff for Boys Girls Baby, White Elephant Gifts", "asin": "B0CGK1P1N7", "options": [{"Style": "Panda"}]},
{"title": "Myratts Led Cute Dog Night Light, Dimmable Nursery Puppy Kawaii Lamps, Super Squishy Silicone USB Rechargeable Touch Control Night Lamp for Kids Adults, Used for Camping Party Room Decor (Dog)", "asin": "B0CDXVRX45", "options": [{"Color": "Dog"}]},
{"title": "beautlace DNA Double Helix Chemistry Science Molecule Biology Adjustable Rings Silver Plated DNA Open Ring Jewelry for Women KR0007W", "asin": "B081YZLG31", "options": []},
{"title": "OGX Smoothing + Coconut Coffee Exfoliating Body Scrub with Arabica Coffee & Coconut Oil, Moisturizing Body Wash for Dry Skin, Paraben-Free with Sulfate-Free Surfactants, 19.5 Fl Oz", "asin": "B07CTSS14R", "options": [{"Size": "19.5 Fl Oz (Pack of 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": "2025-04-21T20:28:26.845Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"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\": \"Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz\", \"asin\": \"B09M7QMB8Y\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)\", \"asin\": \"B0006VWSIU\", \"price\": \"$6.64\", \"quantity\": \"\"},\n{\"title\": \"Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)\", \"asin\": \"B0DF8RSVJK\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz\", \"asin\": \"B0BBQ8S9VK\", \"price\": \"$5.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.75\", \"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\": \"2025-04-21T20:29:26.094Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "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": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz", "asin": "B09M7QMB8Y", "price": "$6.97", "quantity": ""},
{"title": "Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)", "asin": "B0006VWSIU", "price": "$6.64", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "B0DF8RSVJK", "price": "$8.59", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz", "asin": "B0BBQ8S9VK", "price": "$5.84", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.75", "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": "2025-04-21T20:29:26.094Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:29:26.094Z
|
click
|
other
|
rule
|
2025-04-21T20:29:26.094Z
|
click
|
other
|
train
| 411 |
2025-04-21T20:29:26.094Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "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": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz", "asin": "B09M7QMB8Y", "price": "$6.97", "quantity": ""},
{"title": "Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)", "asin": "B0006VWSIU", "price": "$6.64", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "B0DF8RSVJK", "price": "$8.59", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz", "asin": "B0BBQ8S9VK", "price": "$5.84", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.75", "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": "2025-04-21T20:29:26.094Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz\", \"asin\": \"B09M7QMB8Y\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)\", \"asin\": \"B0006VWSIU\", \"price\": \"$6.64\", \"quantity\": \"\"},\n{\"title\": \"Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)\", \"asin\": \"B0DF8RSVJK\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz\", \"asin\": \"B0BBQ8S9VK\", \"price\": \"$5.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.75\", \"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\": \"2025-04-21T20:29:26.266Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz", "asin": "B09M7QMB8Y", "price": "$6.97", "quantity": ""},
{"title": "Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)", "asin": "B0006VWSIU", "price": "$6.64", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "B0DF8RSVJK", "price": "$8.59", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz", "asin": "B0BBQ8S9VK", "price": "$5.84", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.75", "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": "2025-04-21T20:29:26.266Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:29:26.266Z
|
click
|
other
|
rule
|
2025-04-21T20:29:26.266Z
|
click
|
other
|
train
| 412 |
2025-04-21T20:29:26.266Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz", "asin": "B09M7QMB8Y", "price": "$6.97", "quantity": ""},
{"title": "Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)", "asin": "B0006VWSIU", "price": "$6.64", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "B0DF8RSVJK", "price": "$8.59", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz", "asin": "B0BBQ8S9VK", "price": "$5.84", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.75", "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": "2025-04-21T20:29:26.266Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz\", \"asin\": \"B09M7QMB8Y\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)\", \"asin\": \"B0006VWSIU\", \"price\": \"$6.64\", \"quantity\": \"\"},\n{\"title\": \"Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)\", \"asin\": \"B0DF8RSVJK\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz\", \"asin\": \"B0BBQ8S9VK\", \"price\": \"$5.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.75\", \"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\": \"2025-04-21T20:29:27.266Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz", "asin": "B09M7QMB8Y", "price": "$6.97", "quantity": ""},
{"title": "Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)", "asin": "B0006VWSIU", "price": "$6.64", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "B0DF8RSVJK", "price": "$8.59", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz", "asin": "B0BBQ8S9VK", "price": "$5.84", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.75", "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": "2025-04-21T20:29:27.266Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:29:27.266Z
|
click
|
other
|
rule
|
2025-04-21T20:29:27.266Z
|
click
|
other
|
train
| 413 |
2025-04-21T20:29:27.266Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz", "asin": "B09M7QMB8Y", "price": "$6.97", "quantity": ""},
{"title": "Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)", "asin": "B0006VWSIU", "price": "$6.64", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "B0DF8RSVJK", "price": "$8.59", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz", "asin": "B0BBQ8S9VK", "price": "$5.84", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.75", "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": "2025-04-21T20:29:27.266Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz\", \"asin\": \"B09M7QMB8Y\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)\", \"asin\": \"B0006VWSIU\", \"price\": \"$6.64\", \"quantity\": \"\"},\n{\"title\": \"Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)\", \"asin\": \"B0DF8RSVJK\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz\", \"asin\": \"B0BBQ8S9VK\", \"price\": \"$5.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.75\", \"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\": \"2025-04-21T20:29:27.549Z\", // 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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz", "asin": "B09M7QMB8Y", "price": "$6.97", "quantity": ""},
{"title": "Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)", "asin": "B0006VWSIU", "price": "$6.64", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "B0DF8RSVJK", "price": "$8.59", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz", "asin": "B0BBQ8S9VK", "price": "$5.84", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.75", "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": "2025-04-21T20:29:27.549Z", // 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>
|
2025-04-21T20:29:27.549Z
|
click
|
other
|
rule
|
2025-04-21T20:29:27.549Z
|
click
|
other
|
train
| 414 |
2025-04-21T20:29:27.549Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz", "asin": "B09M7QMB8Y", "price": "$6.97", "quantity": ""},
{"title": "Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)", "asin": "B0006VWSIU", "price": "$6.64", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "B0DF8RSVJK", "price": "$8.59", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz", "asin": "B0BBQ8S9VK", "price": "$5.84", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.75", "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": "2025-04-21T20:29:27.549Z", // 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz\", \"asin\": \"B09M7QMB8Y\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)\", \"asin\": \"B0006VWSIU\", \"price\": \"$6.64\", \"quantity\": \"\"},\n{\"title\": \"Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)\", \"asin\": \"B0DF8RSVJK\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz\", \"asin\": \"B0BBQ8S9VK\", \"price\": \"$5.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.75\", \"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\": \"2025-04-21T20:29:27.728Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz", "asin": "B09M7QMB8Y", "price": "$6.97", "quantity": ""},
{"title": "Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)", "asin": "B0006VWSIU", "price": "$6.64", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "B0DF8RSVJK", "price": "$8.59", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz", "asin": "B0BBQ8S9VK", "price": "$5.84", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.75", "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": "2025-04-21T20:29:27.728Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:29:27.728Z
|
click
|
other
|
rule
|
2025-04-21T20:29:27.728Z
|
click
|
other
|
train
| 415 |
2025-04-21T20:29:27.728Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Coconut Scent, 35 oz", "asin": "B09M7QMB8Y", "price": "$6.97", "quantity": ""},
{"title": "Ivory Gentle Bath Bar Soap, Family Pack, Great for Entire Family, Free of Heavy Perfumes, Original Scent, 3.17 Ounce (10 Count)", "asin": "B0006VWSIU", "price": "$6.64", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "B0DF8RSVJK", "price": "$8.59", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Dawn Platinum Dishwashing Liquid, Fresh Rain Scent, 32.7 fl oz", "asin": "B0BBQ8S9VK", "price": "$5.84", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.75", "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": "2025-04-21T20:29:27.728Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"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\": \"B0764L8XHW\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils\"},\n{\"price\": \"$22.06\"},\n{\"bullet_list\": \"Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Scent\": \"Lavender Lullaby\"},\n{\"Size\": \"32 Fl Oz (Pack of 2)\"}],\n\"promotion_items\": [{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B01KMLU088\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)\", \"asin\": \"B0CCS9MC9X\", \"price\": \"$17.61\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)\", \"asin\": \"B006L3MDDC\", \"price\": \"$21.29\", \"quantity\": \"\"},\n{\"title\": \"Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum\", \"asin\": \"B0CHLK84TF\", \"price\": \"$55.95\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum\", \"asin\": \"B0CHLK84TF\", \"price\": \"$55.95\", \"quantity\": \"\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)\", \"asin\": \"B00L7S3FDI\", \"price\": \"$22.08\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)\", \"asin\": \"B006L3MDDC\", \"price\": \"$21.29\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B0764L8XHW\", \"price\": \"$22.06\"},\n{\"title\": \"Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce\", \"asin\": \"B06XPZ1CXH\", \"price\": \"$20.58\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B00F3IJSIE\", \"price\": \"$10.99\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils\", \"asin\": \"B00EZLN4F8\", \"price\": \"$11.04\"},\n{\"title\": \"Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz\", \"asin\": \"B07GZ3NDTV\", \"price\": \"$43.90\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B00ADJEU68\", \"price\": \"$11.04\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T20:29:40.674Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "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": "B0764L8XHW"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.06"},
{"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Lavender Lullaby"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
{"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
{"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:40.674Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:29:40.674Z
|
click
|
product_option
|
rule
|
2025-04-21T20:29:40.674Z
|
click
|
product_option
|
train
| 416 |
2025-04-21T20:29:40.674Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "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": "B0764L8XHW"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.06"},
{"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Lavender Lullaby"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
{"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
{"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:40.674Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"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\"product_details\": [{\"asin\": \"B0764L8XHW\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils\"},\n{\"price\": \"$22.06\"},\n{\"bullet_list\": \"Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Scent\": \"Lavender Lullaby\"},\n{\"Size\": \"32 Fl Oz (Pack of 2)\"}],\n\"promotion_items\": [{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B01KMLU088\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)\", \"asin\": \"B0CCS9MC9X\", \"price\": \"$17.61\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)\", \"asin\": \"B006L3MDDC\", \"price\": \"$21.29\", \"quantity\": \"\"},\n{\"title\": \"Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum\", \"asin\": \"B0CHLK84TF\", \"price\": \"$55.95\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum\", \"asin\": \"B0CHLK84TF\", \"price\": \"$55.95\", \"quantity\": \"\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)\", \"asin\": \"B00L7S3FDI\", \"price\": \"$22.08\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)\", \"asin\": \"B006L3MDDC\", \"price\": \"$21.29\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B0764L8XHW\", \"price\": \"$22.06\"},\n{\"title\": \"Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce\", \"asin\": \"B06XPZ1CXH\", \"price\": \"$20.58\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B00F3IJSIE\", \"price\": \"$10.99\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils\", \"asin\": \"B00EZLN4F8\", \"price\": \"$11.04\"},\n{\"title\": \"Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz\", \"asin\": \"B07GZ3NDTV\", \"price\": \"$43.90\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B00ADJEU68\", \"price\": \"$11.04\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T20:29:42.628Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0764L8XHW"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.06"},
{"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Lavender Lullaby"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
{"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
{"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:42.628Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:29:42.628Z
|
click
|
product_option
|
rule
|
2025-04-21T20:29:42.628Z
|
click
|
product_option
|
train
| 417 |
2025-04-21T20:29:42.628Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0764L8XHW"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.06"},
{"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Lavender Lullaby"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
{"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
{"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:42.628Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"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\"product_details\": [{\"asin\": \"B0764L8XHW\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils\"},\n{\"price\": \"$22.06\"},\n{\"bullet_list\": \"Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Scent\": \"Berry Blast\"},\n{\"Size\": \"32 Fl Oz (Pack of 2)\"}],\n\"promotion_items\": [{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B01KMLU088\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)\", \"asin\": \"B0CCS9MC9X\", \"price\": \"$17.61\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)\", \"asin\": \"B006L3MDDC\", \"price\": \"$21.29\", \"quantity\": \"\"},\n{\"title\": \"Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum\", \"asin\": \"B0CHLK84TF\", \"price\": \"$55.95\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum\", \"asin\": \"B0CHLK84TF\", \"price\": \"$55.95\", \"quantity\": \"\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)\", \"asin\": \"B00L7S3FDI\", \"price\": \"$22.08\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)\", \"asin\": \"B006L3MDDC\", \"price\": \"$21.29\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B0764L8XHW\", \"price\": \"$22.06\"},\n{\"title\": \"Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce\", \"asin\": \"B06XPZ1CXH\", \"price\": \"$20.58\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B00F3IJSIE\", \"price\": \"$10.99\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils\", \"asin\": \"B00EZLN4F8\", \"price\": \"$11.04\"},\n{\"title\": \"Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz\", \"asin\": \"B07GZ3NDTV\", \"price\": \"$43.90\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B00ADJEU68\", \"price\": \"$11.04\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T20:29:46.338Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0764L8XHW"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.06"},
{"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Berry Blast"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
{"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
{"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:46.338Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:29:46.338Z
|
click
|
product_option
|
rule
|
2025-04-21T20:29:46.338Z
|
click
|
product_option
|
train
| 418 |
2025-04-21T20:29:46.338Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0764L8XHW"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.06"},
{"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Berry Blast"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
{"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
{"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:46.338Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"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\"product_details\": [{\"asin\": \"B0764L8XHW\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils\"},\n{\"price\": \"$22.06\"},\n{\"bullet_list\": \"Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Scent\": \"Berry Blast\"},\n{\"Size\": \"32 Fl Oz (Pack of 2)\"}],\n\"promotion_items\": [{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B01KMLU088\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)\", \"asin\": \"B0CCS9MC9X\", \"price\": \"$17.61\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)\", \"asin\": \"B006L3MDDC\", \"price\": \"$21.29\", \"quantity\": \"\"},\n{\"title\": \"Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum\", \"asin\": \"B0CHLK84TF\", \"price\": \"$55.95\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum\", \"asin\": \"B0CHLK84TF\", \"price\": \"$55.95\", \"quantity\": \"\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)\", \"asin\": \"B00L7S3FDI\", \"price\": \"$22.08\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)\", \"asin\": \"B006L3MDDC\", \"price\": \"$21.29\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B0764L8XHW\", \"price\": \"$22.06\"},\n{\"title\": \"Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce\", \"asin\": \"B06XPZ1CXH\", \"price\": \"$20.58\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B00F3IJSIE\", \"price\": \"$10.99\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils\", \"asin\": \"B00EZLN4F8\", \"price\": \"$11.04\"},\n{\"title\": \"Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz\", \"asin\": \"B07GZ3NDTV\", \"price\": \"$43.90\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B00ADJEU68\", \"price\": \"$11.04\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T20:29:48.404Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0764L8XHW"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.06"},
{"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Berry Blast"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
{"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
{"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:48.404Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:29:48.404Z
|
click
|
product_option
|
rule
|
2025-04-21T20:29:48.404Z
|
click
|
product_option
|
train
| 419 |
2025-04-21T20:29:48.404Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0764L8XHW"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.06"},
{"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Berry Blast"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
{"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
{"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:48.404Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"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\"product_details\": [{\"asin\": \"B0764L8XHW\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils\"},\n{\"price\": \"$22.06\"},\n{\"bullet_list\": \"Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Scent\": \"Berry Blast\"},\n{\"Size\": \"32 Fl Oz (Pack of 2)\"}],\n\"promotion_items\": [{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B01KMLU088\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)\", \"asin\": \"B0CCS9MC9X\", \"price\": \"$17.61\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)\", \"asin\": \"B006L3MDDC\", \"price\": \"$21.29\", \"quantity\": \"\"},\n{\"title\": \"Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum\", \"asin\": \"B0CHLK84TF\", \"price\": \"$55.95\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum\", \"asin\": \"B0CHLK84TF\", \"price\": \"$55.95\", \"quantity\": \"\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)\", \"asin\": \"B00L7S3FDI\", \"price\": \"$22.08\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)\", \"asin\": \"B006L3MDDC\", \"price\": \"$21.29\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B0764L8XHW\", \"price\": \"$22.06\"},\n{\"title\": \"Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce\", \"asin\": \"B06XPZ1CXH\", \"price\": \"$20.58\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B00F3IJSIE\", \"price\": \"$10.99\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils\", \"asin\": \"B00EZLN4F8\", \"price\": \"$11.04\"},\n{\"title\": \"Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz\", \"asin\": \"B07GZ3NDTV\", \"price\": \"$43.90\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B00ADJEU68\", \"price\": \"$11.04\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T20:29:50.435Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0764L8XHW"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.06"},
{"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Berry Blast"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
{"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
{"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:50.435Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:29:50.435Z
|
click
|
product_option
|
rule
|
2025-04-21T20:29:50.435Z
|
click
|
product_option
|
train
| 420 |
2025-04-21T20:29:50.435Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0764L8XHW"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.06"},
{"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Berry Blast"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
{"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
{"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:50.435Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8\", \"asin\": \"B0C5ZRQS2X\", \"price\": \"$13.99\", \"quantity\": \"1\"},\n{\"title\": \"Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)\", \"asin\": \"B08225GLJZ\", \"price\": \"$13.99\", \"quantity\": \"1\"},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"price\": \"$13.79\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You, I Have Been Changed for Good - Friendship & BFF Gifts - Set of 2 (necklace)\", \"asin\": \"B07Y27R1X7\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"price\": \"$999.00\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$696.95\", \"quantity\": \"1\"},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$799.00\", \"quantity\": \"1\"},\n{\"title\": \"Voniko AG13 LR44 Batteries 20 Pack\\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices\", \"asin\": \"B09M877XZS\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle\", \"asin\": \"B0CMV64X7S\", \"price\": \"$8.09\", \"quantity\": \"1\"},\n{\"title\": \"WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)\", \"asin\": \"B09CYT61P9\", \"price\": \"$12.89\", \"quantity\": \"1\"},\n{\"title\": \"BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ\", \"asin\": \"B0B1V1751N\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"MNIGIU Biology Tote Bag - Student & Teacher Gift - Biologist Graduation Gift (Black)\", \"asin\": \"B0C9Z83ZMS\", \"price\": \"$16.89\", \"quantity\": \"1\"},\n{\"title\": \"iDesign Mask, Small, Black\", \"asin\": \"B00H7XXAWS\", \"price\": \"$13.92\", \"quantity\": \"1\"},\n{\"title\": \"Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids\", \"asin\": \"B089B19NSD\", \"price\": \"$4.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B094F6JWL9\"},\n{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Berry Blast, Coconut Cleanser with Plant Extracts and Pure Essential Oils\"},\n{\"price\": \"$22.08\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Scent\": \"Berry Blast\"},\n{\"Size\": \"32 Fl Oz (Pack of 2)\"}],\n\"promotion_items\": [{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 1 Gallon, Coconut and Lemon, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B0B14RY3ND\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)\", \"asin\": \"B0CCS9MC9X\", \"price\": \"$17.61\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Sleep Blend with Melatonin, Lavender & Chamomile Essential Oils, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBQYN2B\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"SoCozy 3-in-1 Kids Shampoo + Conditioner + Body Wash (10.5 Fl Oz) Gentle, Hydrating Hair & Body Cleanser with Keratin, Vitamin B5, & Kiwi Extract, Paraben & Sulfate-Free\", \"asin\": \"B00XN1Q9T4\", \"price\": \"$6.87\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack\", \"asin\": \"B0DNG33Q2N\", \"price\": \"$21.51\", \"quantity\": \"\"},\n{\"title\": \"Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4\", \"asin\": \"B0CPD2P114\", \"price\": \"$23.92\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Sleep Blend with Melatonin, Lavender & Chamomile Essential Oils, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBQYN2B\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)\", \"asin\": \"B09KBSRW6Q\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)\", \"asin\": \"B0CCS9MC9X\", \"price\": \"$17.61\", \"quantity\": \"\"},\n{\"title\": \"Dr Teal's Pure Epsom Magnesium Salt Soak, Soothe & Sleep with Lavender, 3 lb (Pack of 4)\", \"asin\": \"B098QCVX68\", \"price\": \"$23.48\", \"quantity\": \"\"},\n{\"title\": \"ATTITUDE Bubble Wash for Kids, EWG Verified Bubble Bath, Hair Shampoo and Body Soap, Dermatologically Tested, Plant- and Mineral-Based, Vegan, Vanilla & Pear, 16 Fl Oz\", \"asin\": \"B07QSBG844\", \"price\": \"$13.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Berry Blast, Coconut Cleanser with Plant Extracts and Pure Essential Oils\", \"asin\": \"B094F6JWL9\", \"price\": \"$22.08\"},\n{\"title\": \"ATTITUDE Shampoo and Body Wash for Kids, EWG Verified Hair and Body Cleanser, Dermatologically Tested Soap, Plant and Mineral Based Bath Products, Vegan, Vanilla & Pear, 16 Fl Oz\", \"asin\": \"B07QTTYTTL\", \"price\": \"$12.60\"},\n{\"title\": \"Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)\", \"asin\": \"B00L7S3FDI\", \"price\": \"$22.08\"},\n{\"title\": \"Fresh Monster 2-in-1 Kids Shampoo & Conditioner, Toxin-Free, Hypoallergenic, Tear-free Shampoo & Conditioner for Kids, Coconut (2 Pack, 8.5oz/each)\", \"asin\": \"B01NGYLCCF\", \"price\": \"$15.99\"},\n{\"title\": \"SheaMoisture Extra-Nourishing Shampoo hair care for Kids Mango Carrot with Shea Butter 8 oz\", \"asin\": \"B07NQJ6FQP\", \"price\": \"$8.96\"},\n{\"title\": \"Aveeno Kids 2-in-1 Hydrating Shampoo & Conditioner, Gently Cleanses, Conditions & Detangles Kids Hair, Formulated With Oat Extract, For Sensitive Skin & Scalp, Hypoallergenic, 12 fl. oz\", \"asin\": \"B0B3FVQ6L6\", \"price\": \"$8.48\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T20:29:59.221Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "price": "$13.99", "quantity": "1"},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "price": "$13.99", "quantity": "1"},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "price": "$13.79", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You, I Have Been Changed for Good - Friendship & BFF Gifts - Set of 2 (necklace)", "asin": "B07Y27R1X7", "price": "$9.99", "quantity": "1"},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "price": "$999.00", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$696.95", "quantity": "1"},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "quantity": "1"},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "price": "$3.99", "quantity": "1"},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "price": "$8.09", "quantity": "1"},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "price": "$12.89", "quantity": "1"},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "price": "$16.99", "quantity": "1"},
{"title": "MNIGIU Biology Tote Bag - Student & Teacher Gift - Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "price": "$16.89", "quantity": "1"},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "price": "$13.92", "quantity": "1"},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "price": "$4.99", "quantity": "1"}],
"product_details": [{"asin": "B094F6JWL9"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Berry Blast, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.08"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Berry Blast"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 1 Gallon, Coconut and Lemon, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0B14RY3ND", "price": "$49.99", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Sleep Blend with Melatonin, Lavender & Chamomile Essential Oils, 34 fl oz (Pack of 4)", "asin": "B09KBQYN2B", "price": "$23.48", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "SoCozy 3-in-1 Kids Shampoo + Conditioner + Body Wash (10.5 Fl Oz) Gentle, Hydrating Hair & Body Cleanser with Keratin, Vitamin B5, & Kiwi Extract, Paraben & Sulfate-Free", "asin": "B00XN1Q9T4", "price": "$6.87", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Sleep Blend with Melatonin, Lavender & Chamomile Essential Oils, 34 fl oz (Pack of 4)", "asin": "B09KBQYN2B", "price": "$23.48", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Dr Teal's Pure Epsom Magnesium Salt Soak, Soothe & Sleep with Lavender, 3 lb (Pack of 4)", "asin": "B098QCVX68", "price": "$23.48", "quantity": ""},
{"title": "ATTITUDE Bubble Wash for Kids, EWG Verified Bubble Bath, Hair Shampoo and Body Soap, Dermatologically Tested, Plant- and Mineral-Based, Vegan, Vanilla & Pear, 16 Fl Oz", "asin": "B07QSBG844", "price": "$13.99", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Berry Blast, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B094F6JWL9", "price": "$22.08"},
{"title": "ATTITUDE Shampoo and Body Wash for Kids, EWG Verified Hair and Body Cleanser, Dermatologically Tested Soap, Plant and Mineral Based Bath Products, Vegan, Vanilla & Pear, 16 Fl Oz", "asin": "B07QTTYTTL", "price": "$12.60"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08"},
{"title": "Fresh Monster 2-in-1 Kids Shampoo & Conditioner, Toxin-Free, Hypoallergenic, Tear-free Shampoo & Conditioner for Kids, Coconut (2 Pack, 8.5oz/each)", "asin": "B01NGYLCCF", "price": "$15.99"},
{"title": "SheaMoisture Extra-Nourishing Shampoo hair care for Kids Mango Carrot with Shea Butter 8 oz", "asin": "B07NQJ6FQP", "price": "$8.96"},
{"title": "Aveeno Kids 2-in-1 Hydrating Shampoo & Conditioner, Gently Cleanses, Conditions & Detangles Kids Hair, Formulated With Oat Extract, For Sensitive Skin & Scalp, Hypoallergenic, 12 fl. oz", "asin": "B0B3FVQ6L6", "price": "$8.48"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:59.221Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-21T20:29:59.221Z
|
click
|
nav_bar
|
rule
|
2025-04-21T20:29:59.221Z
|
click
|
nav_bar
|
train
| 421 |
2025-04-21T20:29:59.221Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "price": "$13.99", "quantity": "1"},
{"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "price": "$13.99", "quantity": "1"},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "price": "$13.79", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You, I Have Been Changed for Good - Friendship & BFF Gifts - Set of 2 (necklace)", "asin": "B07Y27R1X7", "price": "$9.99", "quantity": "1"},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "price": "$999.00", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$696.95", "quantity": "1"},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "quantity": "1"},
{"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "price": "$3.99", "quantity": "1"},
{"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "price": "$8.09", "quantity": "1"},
{"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "price": "$12.89", "quantity": "1"},
{"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "price": "$16.99", "quantity": "1"},
{"title": "MNIGIU Biology Tote Bag - Student & Teacher Gift - Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "price": "$16.89", "quantity": "1"},
{"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "price": "$13.92", "quantity": "1"},
{"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "price": "$4.99", "quantity": "1"}],
"product_details": [{"asin": "B094F6JWL9"},
{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Berry Blast, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
{"price": "$22.08"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Scent": "Berry Blast"},
{"Size": "32 Fl Oz (Pack of 2)"}],
"promotion_items": [{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 1 Gallon, Coconut and Lemon, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0B14RY3ND", "price": "$49.99", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Sleep Blend with Melatonin, Lavender & Chamomile Essential Oils, 34 fl oz (Pack of 4)", "asin": "B09KBQYN2B", "price": "$23.48", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "SoCozy 3-in-1 Kids Shampoo + Conditioner + Body Wash (10.5 Fl Oz) Gentle, Hydrating Hair & Body Cleanser with Keratin, Vitamin B5, & Kiwi Extract, Paraben & Sulfate-Free", "asin": "B00XN1Q9T4", "price": "$6.87", "quantity": ""},
{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
{"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Sleep Blend with Melatonin, Lavender & Chamomile Essential Oils, 34 fl oz (Pack of 4)", "asin": "B09KBQYN2B", "price": "$23.48", "quantity": ""},
{"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
{"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
{"title": "Dr Teal's Pure Epsom Magnesium Salt Soak, Soothe & Sleep with Lavender, 3 lb (Pack of 4)", "asin": "B098QCVX68", "price": "$23.48", "quantity": ""},
{"title": "ATTITUDE Bubble Wash for Kids, EWG Verified Bubble Bath, Hair Shampoo and Body Soap, Dermatologically Tested, Plant- and Mineral-Based, Vegan, Vanilla & Pear, 16 Fl Oz", "asin": "B07QSBG844", "price": "$13.99", "quantity": ""}],
"comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Berry Blast, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B094F6JWL9", "price": "$22.08"},
{"title": "ATTITUDE Shampoo and Body Wash for Kids, EWG Verified Hair and Body Cleanser, Dermatologically Tested Soap, Plant and Mineral Based Bath Products, Vegan, Vanilla & Pear, 16 Fl Oz", "asin": "B07QTTYTTL", "price": "$12.60"},
{"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08"},
{"title": "Fresh Monster 2-in-1 Kids Shampoo & Conditioner, Toxin-Free, Hypoallergenic, Tear-free Shampoo & Conditioner for Kids, Coconut (2 Pack, 8.5oz/each)", "asin": "B01NGYLCCF", "price": "$15.99"},
{"title": "SheaMoisture Extra-Nourishing Shampoo hair care for Kids Mango Carrot with Shea Butter 8 oz", "asin": "B07NQJ6FQP", "price": "$8.96"},
{"title": "Aveeno Kids 2-in-1 Hydrating Shampoo & Conditioner, Gently Cleanses, Conditions & Detangles Kids Hair, Formulated With Oat Extract, For Sensitive Skin & Scalp, Hypoallergenic, 12 fl. oz", "asin": "B0B3FVQ6L6", "price": "$8.48"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T20:29:59.221Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"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\"promotion_items\": [{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming\", \"asin\": \"47a4c931\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV\", \"asin\": \"47a4c931\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Charging Station with 2-pack Quick Release Battery Packs\", \"asin\": \"B08HRX74PF\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)\", \"asin\": \"B09ZLTMWWH\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White\", \"asin\": \"B0CD3285ZJ\", \"price\": \"$149.99\", \"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\": \"2025-05-03T08:21:15.473Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "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": ""}],
"promotion_items": [{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "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": "2025-05-03T08:21:15.473Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:21:15.473Z
|
click
|
other
|
rule
|
2025-05-03T08:21:15.473Z
|
click
|
other
|
train
| 422 |
2025-05-03T08:21:15.473Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "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": ""}],
"promotion_items": [{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "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": "2025-05-03T08:21:15.473Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming\", \"asin\": \"47a4c931\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV\", \"asin\": \"47a4c931\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Charging Station with 2-pack Quick Release Battery Packs\", \"asin\": \"B08HRX74PF\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)\", \"asin\": \"B09ZLTMWWH\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White\", \"asin\": \"B0CD3285ZJ\", \"price\": \"$149.99\", \"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\": \"2025-05-03T08:21:28.636Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "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": "2025-05-03T08:21:28.636Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:21:28.636Z
|
click
|
other
|
rule
|
2025-05-03T08:21:28.636Z
|
click
|
other
|
train
| 423 |
2025-05-03T08:21:28.636Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "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": "2025-05-03T08:21:28.636Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"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\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B0CNFN12RJ\"},\n{\"title\": \"Method Body Wash, Simply Nourish, Paraben and Phthalate Free, 18 oz (Pack of 1)\"},\n{\"price\": \"$6.79\"},\n{\"bullet_list\": \"Contains (1) 18 ounce bottle of gel liquid body soap. Infused with coconut, rice milk + shea butter. Biodegradable formula made with plant-based cleansers. Made with no parabens, no phthalates, no bad vibes. Leaves skin feeling moisturized + smelling scent-sational. Bottle (minus lid) made of 65% recycled plastic (PCR).\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Method Body Wash, Pure Peace, Paraben and Phthalate Free, 18 oz (Pack of 1)\", \"asin\": \"B0CNFGXBFY\", \"price\": \"$7.98\", \"quantity\": \"\"},\n{\"title\": \"Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 28 oz (Pack of 1)\", \"asin\": \"B0BT1WL6KY\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 18 oz (Pack of 3)\", \"asin\": \"B09BBKHPJN\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Fragnance-Free, 35 oz\", \"asin\": \"B09M7QR6KR\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"Method Men Body Wash, Glacier + Granite, Paraben and Phthalate Free, 18 FL Oz (Pack of 3)\", \"asin\": \"B0BTZTXSGX\", \"price\": \"$24.91\", \"quantity\": \"\"},\n{\"title\": \"Tree Hut Vanilla Foaming Gel Wash | Cleanse and Soften Skin Without Stripping Moisture | Made with our Hydrating Oil Complex | 18 fl oz.\", \"asin\": \"B0D4NKT1TH\", \"price\": \"$8.94\", \"quantity\": \"\"},\n{\"title\": \"RAW SUGAR Simply Body Wash - Pineapple + Maqui Berry + Coconut, Moisturizing & Brightening Bath & Shower Gel, Sulfate-Free, Paraben-Free & Vegan (Pack of 3)\", \"asin\": \"B0BXV54S14\", \"price\": \"$26.97\", \"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\": \"2025-05-03T08:21:34.374Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "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": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0CNFN12RJ"},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, 18 oz (Pack of 1)"},
{"price": "$6.79"},
{"bullet_list": "Contains (1) 18 ounce bottle of gel liquid body soap. Infused with coconut, rice milk + shea butter. Biodegradable formula made with plant-based cleansers. Made with no parabens, no phthalates, no bad vibes. Leaves skin feeling moisturized + smelling scent-sational. Bottle (minus lid) made of 65% recycled plastic (PCR)."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"promotion_items": [{"title": "Method Body Wash, Pure Peace, Paraben and Phthalate Free, 18 oz (Pack of 1)", "asin": "B0CNFGXBFY", "price": "$7.98", "quantity": ""},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 28 oz (Pack of 1)", "asin": "B0BT1WL6KY", "price": "$10.97", "quantity": ""},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 18 oz (Pack of 3)", "asin": "B09BBKHPJN", "price": "$23.97", "quantity": ""},
{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Fragnance-Free, 35 oz", "asin": "B09M7QR6KR", "price": "$6.97", "quantity": ""},
{"title": "Method Men Body Wash, Glacier + Granite, Paraben and Phthalate Free, 18 FL Oz (Pack of 3)", "asin": "B0BTZTXSGX", "price": "$24.91", "quantity": ""},
{"title": "Tree Hut Vanilla Foaming Gel Wash | Cleanse and Soften Skin Without Stripping Moisture | Made with our Hydrating Oil Complex | 18 fl oz.", "asin": "B0D4NKT1TH", "price": "$8.94", "quantity": ""},
{"title": "RAW SUGAR Simply Body Wash - Pineapple + Maqui Berry + Coconut, Moisturizing & Brightening Bath & Shower Gel, Sulfate-Free, Paraben-Free & Vegan (Pack of 3)", "asin": "B0BXV54S14", "price": "$26.97", "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": "2025-05-03T08:21:34.374Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:21:34.374Z
|
click
|
search
|
rule
|
2025-05-03T08:21:34.374Z
|
click
|
search
|
train
| 424 |
2025-05-03T08:21:34.374Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "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": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0CNFN12RJ"},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, 18 oz (Pack of 1)"},
{"price": "$6.79"},
{"bullet_list": "Contains (1) 18 ounce bottle of gel liquid body soap. Infused with coconut, rice milk + shea butter. Biodegradable formula made with plant-based cleansers. Made with no parabens, no phthalates, no bad vibes. Leaves skin feeling moisturized + smelling scent-sational. Bottle (minus lid) made of 65% recycled plastic (PCR)."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"promotion_items": [{"title": "Method Body Wash, Pure Peace, Paraben and Phthalate Free, 18 oz (Pack of 1)", "asin": "B0CNFGXBFY", "price": "$7.98", "quantity": ""},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 28 oz (Pack of 1)", "asin": "B0BT1WL6KY", "price": "$10.97", "quantity": ""},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 18 oz (Pack of 3)", "asin": "B09BBKHPJN", "price": "$23.97", "quantity": ""},
{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Fragnance-Free, 35 oz", "asin": "B09M7QR6KR", "price": "$6.97", "quantity": ""},
{"title": "Method Men Body Wash, Glacier + Granite, Paraben and Phthalate Free, 18 FL Oz (Pack of 3)", "asin": "B0BTZTXSGX", "price": "$24.91", "quantity": ""},
{"title": "Tree Hut Vanilla Foaming Gel Wash | Cleanse and Soften Skin Without Stripping Moisture | Made with our Hydrating Oil Complex | 18 fl oz.", "asin": "B0D4NKT1TH", "price": "$8.94", "quantity": ""},
{"title": "RAW SUGAR Simply Body Wash - Pineapple + Maqui Berry + Coconut, Moisturizing & Brightening Bath & Shower Gel, Sulfate-Free, Paraben-Free & Vegan (Pack of 3)", "asin": "B0BXV54S14", "price": "$26.97", "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": "2025-05-03T08:21:34.374Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B0CNFN12RJ\"},\n{\"title\": \"Method Body Wash, Simply Nourish, Paraben and Phthalate Free, 18 oz (Pack of 1)\"},\n{\"price\": \"$6.79\"},\n{\"bullet_list\": \"Contains (1) 18 ounce bottle of gel liquid body soap. Infused with coconut, rice milk + shea butter. Biodegradable formula made with plant-based cleansers. Made with no parabens, no phthalates, no bad vibes. Leaves skin feeling moisturized + smelling scent-sational. Bottle (minus lid) made of 65% recycled plastic (PCR).\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Method Body Wash, Pure Peace, Paraben and Phthalate Free, 18 oz (Pack of 1)\", \"asin\": \"B0CNFGXBFY\", \"price\": \"$7.98\", \"quantity\": \"\"},\n{\"title\": \"Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 28 oz (Pack of 1)\", \"asin\": \"B0BT1WL6KY\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 18 oz (Pack of 3)\", \"asin\": \"B09BBKHPJN\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Fragnance-Free, 35 oz\", \"asin\": \"B09M7QR6KR\", \"price\": \"$6.97\", \"quantity\": \"\"},\n{\"title\": \"Method Men Body Wash, Glacier + Granite, Paraben and Phthalate Free, 18 FL Oz (Pack of 3)\", \"asin\": \"B0BTZTXSGX\", \"price\": \"$24.91\", \"quantity\": \"\"},\n{\"title\": \"Tree Hut Vanilla Foaming Gel Wash | Cleanse and Soften Skin Without Stripping Moisture | Made with our Hydrating Oil Complex | 18 fl oz.\", \"asin\": \"B0D4NKT1TH\", \"price\": \"$8.94\", \"quantity\": \"\"},\n{\"title\": \"RAW SUGAR Simply Body Wash - Pineapple + Maqui Berry + Coconut, Moisturizing & Brightening Bath & Shower Gel, Sulfate-Free, Paraben-Free & Vegan (Pack of 3)\", \"asin\": \"B0BXV54S14\", \"price\": \"$26.97\", \"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\": \"2025-05-03T08:21:43.948Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0CNFN12RJ"},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, 18 oz (Pack of 1)"},
{"price": "$6.79"},
{"bullet_list": "Contains (1) 18 ounce bottle of gel liquid body soap. Infused with coconut, rice milk + shea butter. Biodegradable formula made with plant-based cleansers. Made with no parabens, no phthalates, no bad vibes. Leaves skin feeling moisturized + smelling scent-sational. Bottle (minus lid) made of 65% recycled plastic (PCR)."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"promotion_items": [{"title": "Method Body Wash, Pure Peace, Paraben and Phthalate Free, 18 oz (Pack of 1)", "asin": "B0CNFGXBFY", "price": "$7.98", "quantity": ""},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 28 oz (Pack of 1)", "asin": "B0BT1WL6KY", "price": "$10.97", "quantity": ""},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 18 oz (Pack of 3)", "asin": "B09BBKHPJN", "price": "$23.97", "quantity": ""},
{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Fragnance-Free, 35 oz", "asin": "B09M7QR6KR", "price": "$6.97", "quantity": ""},
{"title": "Method Men Body Wash, Glacier + Granite, Paraben and Phthalate Free, 18 FL Oz (Pack of 3)", "asin": "B0BTZTXSGX", "price": "$24.91", "quantity": ""},
{"title": "Tree Hut Vanilla Foaming Gel Wash | Cleanse and Soften Skin Without Stripping Moisture | Made with our Hydrating Oil Complex | 18 fl oz.", "asin": "B0D4NKT1TH", "price": "$8.94", "quantity": ""},
{"title": "RAW SUGAR Simply Body Wash - Pineapple + Maqui Berry + Coconut, Moisturizing & Brightening Bath & Shower Gel, Sulfate-Free, Paraben-Free & Vegan (Pack of 3)", "asin": "B0BXV54S14", "price": "$26.97", "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": "2025-05-03T08:21:43.948Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:21:43.948Z
|
input
|
shampoo
|
rule
|
2025-05-03T08:21:43.948Z
|
input
|
shampoo
|
train
| 425 |
2025-05-03T08:21:43.948Z
|
input
|
shampoo
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0CNFN12RJ"},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, 18 oz (Pack of 1)"},
{"price": "$6.79"},
{"bullet_list": "Contains (1) 18 ounce bottle of gel liquid body soap. Infused with coconut, rice milk + shea butter. Biodegradable formula made with plant-based cleansers. Made with no parabens, no phthalates, no bad vibes. Leaves skin feeling moisturized + smelling scent-sational. Bottle (minus lid) made of 65% recycled plastic (PCR)."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"promotion_items": [{"title": "Method Body Wash, Pure Peace, Paraben and Phthalate Free, 18 oz (Pack of 1)", "asin": "B0CNFGXBFY", "price": "$7.98", "quantity": ""},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 28 oz (Pack of 1)", "asin": "B0BT1WL6KY", "price": "$10.97", "quantity": ""},
{"title": "Method Body Wash, Simply Nourish, Paraben and Phthalate Free, Biodegradable Formula, 18 oz (Pack of 3)", "asin": "B09BBKHPJN", "price": "$23.97", "quantity": ""},
{"title": "Ivory Gentle Body Wash, Designed for the Whole Family, Free of Dyes Heavy Perfumes Parabens Phthalates & Silicones, Fragnance-Free, 35 oz", "asin": "B09M7QR6KR", "price": "$6.97", "quantity": ""},
{"title": "Method Men Body Wash, Glacier + Granite, Paraben and Phthalate Free, 18 FL Oz (Pack of 3)", "asin": "B0BTZTXSGX", "price": "$24.91", "quantity": ""},
{"title": "Tree Hut Vanilla Foaming Gel Wash | Cleanse and Soften Skin Without Stripping Moisture | Made with our Hydrating Oil Complex | 18 fl oz.", "asin": "B0D4NKT1TH", "price": "$8.94", "quantity": ""},
{"title": "RAW SUGAR Simply Body Wash - Pineapple + Maqui Berry + Coconut, Moisturizing & Brightening Bath & Shower Gel, Sulfate-Free, Paraben-Free & Vegan (Pack of 3)", "asin": "B0BXV54S14", "price": "$26.97", "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": "2025-05-03T08:21:43.948Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shampoo\"}],\n\"promotion_items\": [{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming\", \"asin\": \"47a4c931\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV\", \"asin\": \"47a4c931\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Charging Station with 2-pack Quick Release Battery Packs\", \"asin\": \"B08HRX74PF\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)\", \"asin\": \"B09ZLTMWWH\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White\", \"asin\": \"B0CD3285ZJ\", \"price\": \"$149.99\", \"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\": \"2025-05-03T08:21:44.221Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "shampoo"}],
"promotion_items": [{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "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": "2025-05-03T08:21:44.221Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:21:44.221Z
|
click
|
search
|
rule
|
2025-05-03T08:21:44.221Z
|
click
|
search
|
train
| 426 |
2025-05-03T08:21:44.221Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "shampoo"}],
"promotion_items": [{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "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": "2025-05-03T08:21:44.221Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"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\": \"shampoo\"}],\n\"cart_items\": [{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"promotion_items\": [{\"title\": \"Olaplex No. 4 Bond Maintenance Shampoo, Repairs, Strengthens, & Nourishes All Hair Types, Adds Shine & Leaves Hair Feeling Soft, 8.5 fl oz\", \"asin\": \"B07D37PQGL\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Nexxus Shampoo and Conditioner Therappe Humectress 2 Count for Dry Hair Silicone-Free, Moisturizing Caviar Complex and Elastin Protein 33.8 oz\", \"asin\": \"B00C5AHTVQ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Nexxus Color Assure Shampoo and Conditioner for Color Treated Hair, Enhances Color Vibrancy for Up to 40 Washes, 2 Count, 33.8 oz\", \"asin\": \"B00C5AHTAC\", \"price\": \"$45.77\", \"quantity\": \"\"},\n{\"title\": \"Nizoral Anti-Dandruff Shampoo with 1% Ketoconazole, Fresh Scent, 7 Fl Oz\", \"asin\": \"B00AINMFAC\", \"price\": \"$15.88\", \"quantity\": \"\"},\n{\"title\": \"Nexxus Clean and Pure Clarifying Shampoo With ProteinFusion, For Nourished Hair Paraben-Free 13.5 oz\", \"asin\": \"B081QK9539\", \"price\": \"$13.22\", \"quantity\": \"\"},\n{\"title\": \"PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair\", \"asin\": \"B00FH692PQ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"R+Co Atlantis Moisturizing B5 Shampoo | Nourishing + Tames Frizz + Intense Hydration | Vegan + Cruelty-Free |\", \"asin\": \"B07T2L6JR1\", \"price\": \"$28.90\", \"quantity\": \"\"},\n{\"title\": \"PATTERN Beauty by Tracee Ellis Ross Cleansing Shampoo w Matcha Green Tea, Aloe and Green Tea for Curls & Coils 7.8 fl oz\", \"asin\": \"B0CBQQNBPR\", \"price\": \"$16.80\", \"quantity\": \"\"},\n{\"title\": \"PURA D'OR Anti-Thinning Biotin Shampoo & Deep Moisturizing Conditioner Original Gold Label Set (16oz x2) Natural Earthy Scent, CLINICALLY TESTED Effective Results, Hair Thickening Product, Women & Men\", \"asin\": \"B07BHCB9Y2\", \"price\": \"$27.66\", \"quantity\": \"\"},\n{\"title\": \"Herbal Essences Argan Oil Repair Shampoo & Conditioner Set, Moisturizes & Smoothes, Paraben-Free, Color-Safe, pH-Balanced, Citrus Scent, 20.2 Fl Oz, 2-Pack\", \"asin\": \"B07NQ69L7P\", \"price\": \"$20.79\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items Or FREE pickup\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"SheaMoisture Intensive Hydration Shampoo for Dry, Damaged Hair Manuka Honey and Mafura Oil Sulfate-Free 13 oz\", \"asin\": \"B00OO0J9UY\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items Or FREE pickup\"},\n{\"title\": \"Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV3RGW2\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Deep Damage Repair Shampoo 500ml/16.91fl.oz\", \"asin\": \"B0CB1SG31Z\", \"price\": \"$23.85\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Nizoral Anti-Dandruff Shampoo with 1% Ketoconazole, Fresh Scent, 7 Fl Oz\", \"asin\": \"B00AINMFAC\", \"price\": \"$15.88\", \"delivery\": \"\"},\n{\"title\": \"Garnier Fructis Pure Clean Purifying Shampoo, Silicone-Free, 12.5 Fl Oz, 1 Count (Packaging May Vary)\", \"asin\": \"B01N97PCBH\", \"price\": \"$3.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items Or FREE pickup\"},\n{\"title\": \"Tea Tree Special Shampoo, Deep Cleans, Refreshes Scalp, For All Hair Types, Especially Oily Hair\", \"asin\": \"B000MD65FO\", \"price\": \"$50.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz\", \"asin\": \"B0DV42H38H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Paul Mitchell Awapuhi Shampoo, Balances Moisture + Adds Shine, For All Hair Types, Especially Fine + Static-Prone Hair\", \"asin\": \"B003JKDNQQ\", \"price\": \"$8.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Paul Mitchell Shampoo One, Cleanses + Balances Moisture, for All Hair Types\", \"asin\": \"B000141PIG\", \"price\": \"$8.75\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"SheaMoisture Strengthen and Restore Shampoo 100% Pure Jamaican Black Castor Oil for Damaged Hair To Cleanse and Nourish Hair 13 oz\", \"asin\": \"B01LFQYXBO\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items Or FREE pickup\"},\n{\"title\": \"CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz\", \"asin\": \"B0DV42H38H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"SheaMoisture Curl and Shine Coconut Shampoo Coconut and Hibiscus for Curly Hair Paraben Free Shampoo 13 oz\", \"asin\": \"B0038TXGL0\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items Or FREE pickup\"},\n{\"title\": \"SheaMoisture Shampoo Hydrate and Repair for Damaged Hair with Manuka Honey and Shea Butter 13 oz\", \"asin\": \"B07M6HP787\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Pureology Hydrate Shampoo For Dry and Color-Treated Hair - Hydrates & Strengthens Hair, Sulfate-Free & Vegan\", \"asin\": \"B0891843GC\", \"price\": \"$37.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Mielle Organics Rosemary Mint Strengthening Shampoo Infused with Biotin, Cleanses and Helps Strengthen Weak and Brittle Hair, 12 Ounces\", \"asin\": \"B07N7MWX72\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Dove Shampoo Coconut & Hydration for Dry Hair with Bio-Protein Care Technology and Coconut Oil 28 Fl Oz\", \"asin\": \"B0DK5T8527\", \"price\": \"$9.08\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Herbal Essences Rose Hips Shampoo - Smooth, Shiny Hair with Vitamin E & Jojoba, Safe for Color Treated Hair, Floral Scent, Cruelty-Free, Dermatologist-Tested, 29.2 Fl Oz\", \"asin\": \"B084LHNR57\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items Or FREE pickup\"},\n{\"title\": \"Nexxus Therappe Shampoo Ultimate Moisture For Dry Hair Silicone-Free 13.5 oz\", \"asin\": \"B00SD8JO26\", \"price\": \"$6.38\", \"delivery\": \" FREE delivery Today 9 AM - 11 AM on orders over $50 Or FREE pickup\"},\n{\"title\": \"Dove Density Boost Hydrating Shampoo Scalp + Hair Therapy for Gentle Cleansing, with Vitamin B3, Zinc and 0% sulfates, 9.25 oz\", \"asin\": \"B0CMW8B367\", \"price\": \"$8.84\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"SheaMoisture Extra-Nourishing Shampoo hair care for Kids Mango Carrot with Shea Butter 8 oz\", \"asin\": \"B07NQJ6FQP\", \"price\": \"$8.96\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"SheaMoisture Strengthen and Restore Shampoo for Damaged Hair Strengthen & Grow to Cleanse and Nourish 24 oz\", \"asin\": \"B0BHZPGH4P\", \"price\": \"$14.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Neutrogena T/Sal Therapeutic Shampoo for Scalp Build-Up Control with Salicylic Acid, Scalp Treatment for Dandruff, Scalp Psoriasis & Seborrheic Dermatitis Relief, 4.5 fl. oz\", \"asin\": \"B00UOL93CG\", \"price\": \"$7.32\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"OGX Thick & Full + Biotin & Collagen Volumizing Shampoo, Nutrient-Infused Hair Shampoo with Vitamin B7 Biotin Gives Hair Volume & Body for 72+ Hours, Sulfate-Free Surfactants, 13 fl. oz\", \"asin\": \"B00ADRH2OM\", \"price\": \"$5.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items Or FREE pickup\"},\n{\"title\": \"Dove Shampoo Volume & Fullness for Fine, Thin Hair with Bio-Protein Care Technology and Biotin 28 Fl Oz\", \"asin\": \"B0DK5VKZX9\", \"price\": \"$8.84\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"OGX Nourishing + Coconut Milk Moisturizing Shampoo, Hydrating & Restoring Shampoo Moisturizes for Soft Hair After the First Use, Paraben-Free, Sulfate-Free Surfactants, 13 fl. oz\", \"asin\": \"B000TGEJT8\", \"price\": \"$5.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items Or FREE pickup\"},\n{\"title\": \"Mielle Organics Rosemary Mint Strengthening Shampoo Infused with Biotin, Cleanses and Helps Strengthen Weak and Brittle Hair, 12 Ounces\", \"asin\": \"B07N7MWX72\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"TRESemm\\u00e9 Rich Moisture Hydrating Shampoo 3 Count for Dry Hair Formulated With Pro Style Technology 28 Fl Oz\", \"asin\": \"B08BTMXSG6\", \"price\": \"$22.77\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Ginger Lily Farms Botanicals Moisturizing Shampoo for All Hair Types, Coco Mango, 100% Vegan & Cruelty-Free, Coconut Mango Scent, 1 Gallon (128 fl oz) Refill\", \"asin\": \"B00DQSKQXE\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Native Moisture Haircare - Parent\", \"asin\": \"B0BBBSMV94\", \"price\": \"$19.94\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Dove Damage Therapy Shampoo Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz\", \"asin\": \"B0DK5VYD9F\", \"price\": \"$8.84\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"OUAI Fine Shampoo - Volumizing Shampoo with Strengthening Keratin, Biotin & Chia Seed Oil for Fine Hair - Delivers Clean, Weightless Body - Paraben, Phthalate & Sulfate Free Hair Care (10 Fl Oz)\", \"asin\": \"B084BW599K\", \"price\": \"$32.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Avalon Organics Revitalizing Lavender Shampoo, 32 oz\", \"asin\": \"B0011DP24Y\", \"price\": \"$13.38\", \"delivery\": \" $9.95 delivery Today 12 PM - 2 PM Or FREE pickup\"},\n{\"title\": \"Head and Shoulders Classic Clean 2-in-1 Anti-Dandruff Shampoo + Conditioner 8.45 Fl Oz\", \"asin\": \"B01NAAZEHL\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"MATRIX Food For Soft Shampoo For Color-Treated, Dry and Brittle Hair - Moisturizes, Softens and Smooths, With Avocado Oil & Hyaluronic Acid, Vegan\", \"asin\": \"B0BY9PMG9Y\", \"price\": \"$44.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Pantene Shampoo, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)\", \"asin\": \"B09GV8S8TS\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack\", \"asin\": \"B086S4Q7JH\", \"price\": \"$17.23\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Pureology Hydrate Sheer Shampoo - Lightweight Hydrating Shampoo For Fine or Dry Color-Treated Hair, Silicone-Free & Vegan\", \"asin\": \"B0891BG2PY\", \"price\": \"$37.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Herbal Essences Hello hydration shampoo shampooing for hair 29.2 FL OZ\", \"asin\": \"B084LHV2M1\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"L'Oreal Paris Elvive Total Repair 5 Repairing Shampoo for Damaged Hair Shampoo with Protein and Ceramide for Strong Silky Shiny Healthy Renewed Hair 28 Fl Oz\", \"asin\": \"B07525QJC8\", \"price\": \"$7.68\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"ATTITUDE Nourishing Hair Shampoo, EWG Verified, For Dry and Damaged Hair, Naturally Derived Ingredients, Vegan and Plant Based, Grapeseed Oil and Olive Leaves, 32 Fl Oz\", \"asin\": \"B08YF7M43H\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Alberto VO5 Extra Body Volumizing Shampoo, 15 Ounce\", \"asin\": \"B00CHL3HK0\", \"price\": \"$1.01\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Biolage Hydra Source Shampoo - Softens & Adds Shine, For Dry Hair, Infused with Micro-Filtered Aloe Vera & Fermented Hyaluronic Acid, Vegan & Paraben-Free, Packaging May Vary\", \"asin\": \"B00J9WZZWI\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Garnier Fructis Grow Strong Shampoo, 33.8 Fl Oz, 1 Count (Packaging May Vary)\", \"asin\": \"B074VLGVJ3\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Alba Botanica More Moisture Shampoo, Coconut Milk, 32 Oz (Packaging May Vary)\", \"asin\": \"B01LY0T8IN\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Ginger Lily Farms Botanicals Moisturizing Shampoo for All Hair Types, Island Tranquility, 100% Vegan & Cruelty-Free, Green Tea Lemongrass Scent, 1 Gallon (128 fl oz) Refill\", \"asin\": \"B00DQSHTWK\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Biolage Ultra Hydra Source Shampoo - Deeply Moisturizes & Conditions Very Dry Hair, For Thick and Coarse Hair, Infused with Cupua\\u00e7u Butter & Salicylic Acid, Vegan & Paraben-Free\", \"asin\": \"B00JWSNN00\", \"price\": \"$24.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"OGX Nourishing + Coconut Milk Shampoo, Hydrating & Restoring Shampoo Moisturizes for Soft Hair After the First Use, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B002KG28PW\", \"price\": \"$12.28\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"L'Oreal Paris Thickening Sulfate Free Shampoo, Thickens + Strengthens Thin, Fragile Hair, Hair Care with Rosemary Leaf, EverPure, 8.5 Fl Oz (Packaging May Vary)\", \"asin\": \"B01M0OX5NU\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Garnier Fructis Pure Clean Purifying Shampoo, Silicone-Free, 12.5 Fl Oz, 3 Count (Packaging May Vary)\", \"asin\": \"B07BVKK11Q\", \"price\": \"$11.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"OGX Thick & Full + Biotin & Collagen Volumizing Shampoo, Nutrient-Infused Hair Shampoo with Vitamin B7 Biotin Gives Hair Volume & Body for 72+ Hours, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B071NVVNK3\", \"price\": \"$12.28\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Aveeno Farm-Fresh Oat Milk Sulfate-Free Shampoo with Colloidal Oatmeal & Almond Milk, Moisturizing Shampoo for All Hair Types, Safe for Color-Treated Hair, Paraben & Dye-Free, 12 Fl Oz\", \"asin\": \"B07HMJTH7G\", \"price\": \"$7.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Exfoliating Healthy Scalp Clarify & Shine Shampoo for Oily Hair and Scalp, Anti-Residue Shampoo with Pink Grapefruit, pH-Balanced, Paraben & Phthalate-Free, Color-Safe, 12oz\", \"asin\": \"B08KSLGXFH\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz\", \"asin\": \"B0BS56VQGF\", \"price\": \"$16.79\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Brickell Men's Products Daily Strengthening Shampoo for Men, Natural and Organic Featuring Mint and Tea Tree Oil To Soothe Dry and Itchy Scalp, Sulfate Free and Paraben Free, 8 Ounce, Scented\", \"asin\": \"B00SWDHC5I\", \"price\": \"$20.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"L'Oreal Paris Bonding Shampoo for Color Treated Hair, Strengthens and Repairs Weak Hair Bonds, Sulfate Free & Vegan Hair Care, EverPure, 6.8 Fl Oz\", \"asin\": \"B091D6HGQG\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Paul Mitchell Shampoo Two, Clarifying Shampoo, Deep Cleanses + Removes Buildup, For All Hair Types, Especially Oily Hair\", \"asin\": \"B0009OMNKM\", \"price\": \"$12.25\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Herbal Essences Shine Collection Shampoo\", \"asin\": \"B084LJ5XJ3\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Old Spice Tea Tree Shampoo for Men, Cooling Shampoo with Tea Tree, Removes Built Up Dirt and Oil, 21.9 Oz Each, Twin Pack\", \"asin\": \"B08LHX596H\", \"price\": \"$15.94\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"OGX Renewing + Argan Oil of Morocco Shampoo, Damage Repair Shampoo & Argan Oil to Help Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz\", \"asin\": \"B008J2GP9G\", \"price\": \"$12.28\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Garnier Fructis Curl Nourish Sulfate Free Moisturizing Shampoo, 12.5 Fl Oz, 1 Count (Packaging May Vary)\", \"asin\": \"B01MDTVV6T\", \"price\": \"$3.97\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM 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\": \"2025-05-03T08:22:21.576Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "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": "shampoo"}],
"cart_items": [{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"promotion_items": [{"title": "Olaplex No. 4 Bond Maintenance Shampoo, Repairs, Strengthens, & Nourishes All Hair Types, Adds Shine & Leaves Hair Feeling Soft, 8.5 fl oz", "asin": "B07D37PQGL", "price": "$32.00", "quantity": ""},
{"title": "Nexxus Shampoo and Conditioner Therappe Humectress 2 Count for Dry Hair Silicone-Free, Moisturizing Caviar Complex and Elastin Protein 33.8 oz", "asin": "B00C5AHTVQ", "price": "$35.99", "quantity": ""},
{"title": "Nexxus Color Assure Shampoo and Conditioner for Color Treated Hair, Enhances Color Vibrancy for Up to 40 Washes, 2 Count, 33.8 oz", "asin": "B00C5AHTAC", "price": "$45.77", "quantity": ""},
{"title": "Nizoral Anti-Dandruff Shampoo with 1% Ketoconazole, Fresh Scent, 7 Fl Oz", "asin": "B00AINMFAC", "price": "$15.88", "quantity": ""},
{"title": "Nexxus Clean and Pure Clarifying Shampoo With ProteinFusion, For Nourished Hair Paraben-Free 13.5 oz", "asin": "B081QK9539", "price": "$13.22", "quantity": ""},
{"title": "PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair", "asin": "B00FH692PQ", "price": "$23.97", "quantity": ""},
{"title": "R+Co Atlantis Moisturizing B5 Shampoo | Nourishing + Tames Frizz + Intense Hydration | Vegan + Cruelty-Free |", "asin": "B07T2L6JR1", "price": "$28.90", "quantity": ""},
{"title": "PATTERN Beauty by Tracee Ellis Ross Cleansing Shampoo w Matcha Green Tea, Aloe and Green Tea for Curls & Coils 7.8 fl oz", "asin": "B0CBQQNBPR", "price": "$16.80", "quantity": ""},
{"title": "PURA D'OR Anti-Thinning Biotin Shampoo & Deep Moisturizing Conditioner Original Gold Label Set (16oz x2) Natural Earthy Scent, CLINICALLY TESTED Effective Results, Hair Thickening Product, Women & Men", "asin": "B07BHCB9Y2", "price": "$27.66", "quantity": ""},
{"title": "Herbal Essences Argan Oil Repair Shampoo & Conditioner Set, Moisturizes & Smoothes, Paraben-Free, Color-Safe, pH-Balanced, Citrus Scent, 20.2 Fl Oz, 2-Pack", "asin": "B07NQ69L7P", "price": "$20.79", "quantity": ""}],
"search_results": [{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SheaMoisture Intensive Hydration Shampoo for Dry, Damaged Hair Manuka Honey and Mafura Oil Sulfate-Free 13 oz", "asin": "B00OO0J9UY", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Deep Damage Repair Shampoo 500ml/16.91fl.oz", "asin": "B0CB1SG31Z", "price": "$23.85", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Nizoral Anti-Dandruff Shampoo with 1% Ketoconazole, Fresh Scent, 7 Fl Oz", "asin": "B00AINMFAC", "price": "$15.88", "delivery": ""},
{"title": "Garnier Fructis Pure Clean Purifying Shampoo, Silicone-Free, 12.5 Fl Oz, 1 Count (Packaging May Vary)", "asin": "B01N97PCBH", "price": "$3.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Tea Tree Special Shampoo, Deep Cleans, Refreshes Scalp, For All Hair Types, Especially Oily Hair", "asin": "B000MD65FO", "price": "$50.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz", "asin": "B0DV42H38H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Paul Mitchell Awapuhi Shampoo, Balances Moisture + Adds Shine, For All Hair Types, Especially Fine + Static-Prone Hair", "asin": "B003JKDNQQ", "price": "$8.75", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Paul Mitchell Shampoo One, Cleanses + Balances Moisture, for All Hair Types", "asin": "B000141PIG", "price": "$8.75", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SheaMoisture Strengthen and Restore Shampoo 100% Pure Jamaican Black Castor Oil for Damaged Hair To Cleanse and Nourish Hair 13 oz", "asin": "B01LFQYXBO", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz", "asin": "B0DV42H38H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SheaMoisture Curl and Shine Coconut Shampoo Coconut and Hibiscus for Curly Hair Paraben Free Shampoo 13 oz", "asin": "B0038TXGL0", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "SheaMoisture Shampoo Hydrate and Repair for Damaged Hair with Manuka Honey and Shea Butter 13 oz", "asin": "B07M6HP787", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Pureology Hydrate Shampoo For Dry and Color-Treated Hair - Hydrates & Strengthens Hair, Sulfate-Free & Vegan", "asin": "B0891843GC", "price": "$37.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Mielle Organics Rosemary Mint Strengthening Shampoo Infused with Biotin, Cleanses and Helps Strengthen Weak and Brittle Hair, 12 Ounces", "asin": "B07N7MWX72", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Dove Shampoo Coconut & Hydration for Dry Hair with Bio-Protein Care Technology and Coconut Oil 28 Fl Oz", "asin": "B0DK5T8527", "price": "$9.08", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Herbal Essences Rose Hips Shampoo - Smooth, Shiny Hair with Vitamin E & Jojoba, Safe for Color Treated Hair, Floral Scent, Cruelty-Free, Dermatologist-Tested, 29.2 Fl Oz", "asin": "B084LHNR57", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Nexxus Therappe Shampoo Ultimate Moisture For Dry Hair Silicone-Free 13.5 oz", "asin": "B00SD8JO26", "price": "$6.38", "delivery": " FREE delivery Today 9 AM - 11 AM on orders over $50 Or FREE pickup"},
{"title": "Dove Density Boost Hydrating Shampoo Scalp + Hair Therapy for Gentle Cleansing, with Vitamin B3, Zinc and 0% sulfates, 9.25 oz", "asin": "B0CMW8B367", "price": "$8.84", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SheaMoisture Extra-Nourishing Shampoo hair care for Kids Mango Carrot with Shea Butter 8 oz", "asin": "B07NQJ6FQP", "price": "$8.96", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SheaMoisture Strengthen and Restore Shampoo for Damaged Hair Strengthen & Grow to Cleanse and Nourish 24 oz", "asin": "B0BHZPGH4P", "price": "$14.97", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Neutrogena T/Sal Therapeutic Shampoo for Scalp Build-Up Control with Salicylic Acid, Scalp Treatment for Dandruff, Scalp Psoriasis & Seborrheic Dermatitis Relief, 4.5 fl. oz", "asin": "B00UOL93CG", "price": "$7.32", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "OGX Thick & Full + Biotin & Collagen Volumizing Shampoo, Nutrient-Infused Hair Shampoo with Vitamin B7 Biotin Gives Hair Volume & Body for 72+ Hours, Sulfate-Free Surfactants, 13 fl. oz", "asin": "B00ADRH2OM", "price": "$5.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Dove Shampoo Volume & Fullness for Fine, Thin Hair with Bio-Protein Care Technology and Biotin 28 Fl Oz", "asin": "B0DK5VKZX9", "price": "$8.84", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "OGX Nourishing + Coconut Milk Moisturizing Shampoo, Hydrating & Restoring Shampoo Moisturizes for Soft Hair After the First Use, Paraben-Free, Sulfate-Free Surfactants, 13 fl. oz", "asin": "B000TGEJT8", "price": "$5.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Mielle Organics Rosemary Mint Strengthening Shampoo Infused with Biotin, Cleanses and Helps Strengthen Weak and Brittle Hair, 12 Ounces", "asin": "B07N7MWX72", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "TRESemm\u00e9 Rich Moisture Hydrating Shampoo 3 Count for Dry Hair Formulated With Pro Style Technology 28 Fl Oz", "asin": "B08BTMXSG6", "price": "$22.77", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Ginger Lily Farms Botanicals Moisturizing Shampoo for All Hair Types, Coco Mango, 100% Vegan & Cruelty-Free, Coconut Mango Scent, 1 Gallon (128 fl oz) Refill", "asin": "B00DQSKQXE", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Native Moisture Haircare - Parent", "asin": "B0BBBSMV94", "price": "$19.94", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Dove Damage Therapy Shampoo Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz", "asin": "B0DK5VYD9F", "price": "$8.84", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "OUAI Fine Shampoo - Volumizing Shampoo with Strengthening Keratin, Biotin & Chia Seed Oil for Fine Hair - Delivers Clean, Weightless Body - Paraben, Phthalate & Sulfate Free Hair Care (10 Fl Oz)", "asin": "B084BW599K", "price": "$32.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Avalon Organics Revitalizing Lavender Shampoo, 32 oz", "asin": "B0011DP24Y", "price": "$13.38", "delivery": " $9.95 delivery Today 12 PM - 2 PM Or FREE pickup"},
{"title": "Head and Shoulders Classic Clean 2-in-1 Anti-Dandruff Shampoo + Conditioner 8.45 Fl Oz", "asin": "B01NAAZEHL", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "MATRIX Food For Soft Shampoo For Color-Treated, Dry and Brittle Hair - Moisturizes, Softens and Smooths, With Avocado Oil & Hyaluronic Acid, Vegan", "asin": "B0BY9PMG9Y", "price": "$44.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Pantene Shampoo, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV8S8TS", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Pureology Hydrate Sheer Shampoo - Lightweight Hydrating Shampoo For Fine or Dry Color-Treated Hair, Silicone-Free & Vegan", "asin": "B0891BG2PY", "price": "$37.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Herbal Essences Hello hydration shampoo shampooing for hair 29.2 FL OZ", "asin": "B084LHV2M1", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "L'Oreal Paris Elvive Total Repair 5 Repairing Shampoo for Damaged Hair Shampoo with Protein and Ceramide for Strong Silky Shiny Healthy Renewed Hair 28 Fl Oz", "asin": "B07525QJC8", "price": "$7.68", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "ATTITUDE Nourishing Hair Shampoo, EWG Verified, For Dry and Damaged Hair, Naturally Derived Ingredients, Vegan and Plant Based, Grapeseed Oil and Olive Leaves, 32 Fl Oz", "asin": "B08YF7M43H", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Alberto VO5 Extra Body Volumizing Shampoo, 15 Ounce", "asin": "B00CHL3HK0", "price": "$1.01", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Biolage Hydra Source Shampoo - Softens & Adds Shine, For Dry Hair, Infused with Micro-Filtered Aloe Vera & Fermented Hyaluronic Acid, Vegan & Paraben-Free, Packaging May Vary", "asin": "B00J9WZZWI", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Garnier Fructis Grow Strong Shampoo, 33.8 Fl Oz, 1 Count (Packaging May Vary)", "asin": "B074VLGVJ3", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Alba Botanica More Moisture Shampoo, Coconut Milk, 32 Oz (Packaging May Vary)", "asin": "B01LY0T8IN", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Ginger Lily Farms Botanicals Moisturizing Shampoo for All Hair Types, Island Tranquility, 100% Vegan & Cruelty-Free, Green Tea Lemongrass Scent, 1 Gallon (128 fl oz) Refill", "asin": "B00DQSHTWK", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Biolage Ultra Hydra Source Shampoo - Deeply Moisturizes & Conditions Very Dry Hair, For Thick and Coarse Hair, Infused with Cupua\u00e7u Butter & Salicylic Acid, Vegan & Paraben-Free", "asin": "B00JWSNN00", "price": "$24.00", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "OGX Nourishing + Coconut Milk Shampoo, Hydrating & Restoring Shampoo Moisturizes for Soft Hair After the First Use, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz", "asin": "B002KG28PW", "price": "$12.28", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "L'Oreal Paris Thickening Sulfate Free Shampoo, Thickens + Strengthens Thin, Fragile Hair, Hair Care with Rosemary Leaf, EverPure, 8.5 Fl Oz (Packaging May Vary)", "asin": "B01M0OX5NU", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Garnier Fructis Pure Clean Purifying Shampoo, Silicone-Free, 12.5 Fl Oz, 3 Count (Packaging May Vary)", "asin": "B07BVKK11Q", "price": "$11.97", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "OGX Thick & Full + Biotin & Collagen Volumizing Shampoo, Nutrient-Infused Hair Shampoo with Vitamin B7 Biotin Gives Hair Volume & Body for 72+ Hours, Sulfate-Free Surfactants, 25.4 fl. oz", "asin": "B071NVVNK3", "price": "$12.28", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Aveeno Farm-Fresh Oat Milk Sulfate-Free Shampoo with Colloidal Oatmeal & Almond Milk, Moisturizing Shampoo for All Hair Types, Safe for Color-Treated Hair, Paraben & Dye-Free, 12 Fl Oz", "asin": "B07HMJTH7G", "price": "$7.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Neutrogena Exfoliating Healthy Scalp Clarify & Shine Shampoo for Oily Hair and Scalp, Anti-Residue Shampoo with Pink Grapefruit, pH-Balanced, Paraben & Phthalate-Free, Color-Safe, 12oz", "asin": "B08KSLGXFH", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz", "asin": "B0BS56VQGF", "price": "$16.79", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Brickell Men's Products Daily Strengthening Shampoo for Men, Natural and Organic Featuring Mint and Tea Tree Oil To Soothe Dry and Itchy Scalp, Sulfate Free and Paraben Free, 8 Ounce, Scented", "asin": "B00SWDHC5I", "price": "$20.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "L'Oreal Paris Bonding Shampoo for Color Treated Hair, Strengthens and Repairs Weak Hair Bonds, Sulfate Free & Vegan Hair Care, EverPure, 6.8 Fl Oz", "asin": "B091D6HGQG", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Paul Mitchell Shampoo Two, Clarifying Shampoo, Deep Cleanses + Removes Buildup, For All Hair Types, Especially Oily Hair", "asin": "B0009OMNKM", "price": "$12.25", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Herbal Essences Shine Collection Shampoo", "asin": "B084LJ5XJ3", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Old Spice Tea Tree Shampoo for Men, Cooling Shampoo with Tea Tree, Removes Built Up Dirt and Oil, 21.9 Oz Each, Twin Pack", "asin": "B08LHX596H", "price": "$15.94", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "OGX Renewing + Argan Oil of Morocco Shampoo, Damage Repair Shampoo & Argan Oil to Help Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz", "asin": "B008J2GP9G", "price": "$12.28", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Garnier Fructis Curl Nourish Sulfate Free Moisturizing Shampoo, 12.5 Fl Oz, 1 Count (Packaging May Vary)", "asin": "B01MDTVV6T", "price": "$3.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM 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": "2025-05-03T08:22:21.576Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:22:21.576Z
|
click
|
nav_bar
|
rule
|
2025-05-03T08:22:21.576Z
|
click
|
nav_bar
|
train
| 427 |
2025-05-03T08:22:21.576Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "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": "shampoo"}],
"cart_items": [{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"promotion_items": [{"title": "Olaplex No. 4 Bond Maintenance Shampoo, Repairs, Strengthens, & Nourishes All Hair Types, Adds Shine & Leaves Hair Feeling Soft, 8.5 fl oz", "asin": "B07D37PQGL", "price": "$32.00", "quantity": ""},
{"title": "Nexxus Shampoo and Conditioner Therappe Humectress 2 Count for Dry Hair Silicone-Free, Moisturizing Caviar Complex and Elastin Protein 33.8 oz", "asin": "B00C5AHTVQ", "price": "$35.99", "quantity": ""},
{"title": "Nexxus Color Assure Shampoo and Conditioner for Color Treated Hair, Enhances Color Vibrancy for Up to 40 Washes, 2 Count, 33.8 oz", "asin": "B00C5AHTAC", "price": "$45.77", "quantity": ""},
{"title": "Nizoral Anti-Dandruff Shampoo with 1% Ketoconazole, Fresh Scent, 7 Fl Oz", "asin": "B00AINMFAC", "price": "$15.88", "quantity": ""},
{"title": "Nexxus Clean and Pure Clarifying Shampoo With ProteinFusion, For Nourished Hair Paraben-Free 13.5 oz", "asin": "B081QK9539", "price": "$13.22", "quantity": ""},
{"title": "PURA D'OR 16 Oz Original Gold Label Anti-Thinning Biotin Shampoo Natural Earthy Scent, CLINICALLY TESTED Effective Results, Herbal Hair Thickening Products, 3-1 Wash, Women & Men, Color Treated Hair", "asin": "B00FH692PQ", "price": "$23.97", "quantity": ""},
{"title": "R+Co Atlantis Moisturizing B5 Shampoo | Nourishing + Tames Frizz + Intense Hydration | Vegan + Cruelty-Free |", "asin": "B07T2L6JR1", "price": "$28.90", "quantity": ""},
{"title": "PATTERN Beauty by Tracee Ellis Ross Cleansing Shampoo w Matcha Green Tea, Aloe and Green Tea for Curls & Coils 7.8 fl oz", "asin": "B0CBQQNBPR", "price": "$16.80", "quantity": ""},
{"title": "PURA D'OR Anti-Thinning Biotin Shampoo & Deep Moisturizing Conditioner Original Gold Label Set (16oz x2) Natural Earthy Scent, CLINICALLY TESTED Effective Results, Hair Thickening Product, Women & Men", "asin": "B07BHCB9Y2", "price": "$27.66", "quantity": ""},
{"title": "Herbal Essences Argan Oil Repair Shampoo & Conditioner Set, Moisturizes & Smoothes, Paraben-Free, Color-Safe, pH-Balanced, Citrus Scent, 20.2 Fl Oz, 2-Pack", "asin": "B07NQ69L7P", "price": "$20.79", "quantity": ""}],
"search_results": [{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SheaMoisture Intensive Hydration Shampoo for Dry, Damaged Hair Manuka Honey and Mafura Oil Sulfate-Free 13 oz", "asin": "B00OO0J9UY", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Deep Damage Repair Shampoo 500ml/16.91fl.oz", "asin": "B0CB1SG31Z", "price": "$23.85", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Nizoral Anti-Dandruff Shampoo with 1% Ketoconazole, Fresh Scent, 7 Fl Oz", "asin": "B00AINMFAC", "price": "$15.88", "delivery": ""},
{"title": "Garnier Fructis Pure Clean Purifying Shampoo, Silicone-Free, 12.5 Fl Oz, 1 Count (Packaging May Vary)", "asin": "B01N97PCBH", "price": "$3.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Tea Tree Special Shampoo, Deep Cleans, Refreshes Scalp, For All Hair Types, Especially Oily Hair", "asin": "B000MD65FO", "price": "$50.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz", "asin": "B0DV42H38H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Paul Mitchell Awapuhi Shampoo, Balances Moisture + Adds Shine, For All Hair Types, Especially Fine + Static-Prone Hair", "asin": "B003JKDNQQ", "price": "$8.75", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Paul Mitchell Shampoo One, Cleanses + Balances Moisture, for All Hair Types", "asin": "B000141PIG", "price": "$8.75", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SheaMoisture Strengthen and Restore Shampoo 100% Pure Jamaican Black Castor Oil for Damaged Hair To Cleanse and Nourish Hair 13 oz", "asin": "B01LFQYXBO", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "CeraVe Gentle Hydrating Shampoo, With Ceramides, Niacinamide & Hyaluronic Acid For Soft, Healthy Looking Hair & Scalp, Sulfate Free & Color Safe Shampoo, For All Hair Types, 12 Oz", "asin": "B0DV42H38H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SheaMoisture Curl and Shine Coconut Shampoo Coconut and Hibiscus for Curly Hair Paraben Free Shampoo 13 oz", "asin": "B0038TXGL0", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "SheaMoisture Shampoo Hydrate and Repair for Damaged Hair with Manuka Honey and Shea Butter 13 oz", "asin": "B07M6HP787", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Pureology Hydrate Shampoo For Dry and Color-Treated Hair - Hydrates & Strengthens Hair, Sulfate-Free & Vegan", "asin": "B0891843GC", "price": "$37.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Mielle Organics Rosemary Mint Strengthening Shampoo Infused with Biotin, Cleanses and Helps Strengthen Weak and Brittle Hair, 12 Ounces", "asin": "B07N7MWX72", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Dove Shampoo Coconut & Hydration for Dry Hair with Bio-Protein Care Technology and Coconut Oil 28 Fl Oz", "asin": "B0DK5T8527", "price": "$9.08", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Herbal Essences Rose Hips Shampoo - Smooth, Shiny Hair with Vitamin E & Jojoba, Safe for Color Treated Hair, Floral Scent, Cruelty-Free, Dermatologist-Tested, 29.2 Fl Oz", "asin": "B084LHNR57", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Nexxus Therappe Shampoo Ultimate Moisture For Dry Hair Silicone-Free 13.5 oz", "asin": "B00SD8JO26", "price": "$6.38", "delivery": " FREE delivery Today 9 AM - 11 AM on orders over $50 Or FREE pickup"},
{"title": "Dove Density Boost Hydrating Shampoo Scalp + Hair Therapy for Gentle Cleansing, with Vitamin B3, Zinc and 0% sulfates, 9.25 oz", "asin": "B0CMW8B367", "price": "$8.84", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SheaMoisture Extra-Nourishing Shampoo hair care for Kids Mango Carrot with Shea Butter 8 oz", "asin": "B07NQJ6FQP", "price": "$8.96", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SheaMoisture Strengthen and Restore Shampoo for Damaged Hair Strengthen & Grow to Cleanse and Nourish 24 oz", "asin": "B0BHZPGH4P", "price": "$14.97", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Neutrogena T/Sal Therapeutic Shampoo for Scalp Build-Up Control with Salicylic Acid, Scalp Treatment for Dandruff, Scalp Psoriasis & Seborrheic Dermatitis Relief, 4.5 fl. oz", "asin": "B00UOL93CG", "price": "$7.32", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "OGX Thick & Full + Biotin & Collagen Volumizing Shampoo, Nutrient-Infused Hair Shampoo with Vitamin B7 Biotin Gives Hair Volume & Body for 72+ Hours, Sulfate-Free Surfactants, 13 fl. oz", "asin": "B00ADRH2OM", "price": "$5.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Dove Shampoo Volume & Fullness for Fine, Thin Hair with Bio-Protein Care Technology and Biotin 28 Fl Oz", "asin": "B0DK5VKZX9", "price": "$8.84", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "OGX Nourishing + Coconut Milk Moisturizing Shampoo, Hydrating & Restoring Shampoo Moisturizes for Soft Hair After the First Use, Paraben-Free, Sulfate-Free Surfactants, 13 fl. oz", "asin": "B000TGEJT8", "price": "$5.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Or FREE pickup"},
{"title": "Mielle Organics Rosemary Mint Strengthening Shampoo Infused with Biotin, Cleanses and Helps Strengthen Weak and Brittle Hair, 12 Ounces", "asin": "B07N7MWX72", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "TRESemm\u00e9 Rich Moisture Hydrating Shampoo 3 Count for Dry Hair Formulated With Pro Style Technology 28 Fl Oz", "asin": "B08BTMXSG6", "price": "$22.77", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Ginger Lily Farms Botanicals Moisturizing Shampoo for All Hair Types, Coco Mango, 100% Vegan & Cruelty-Free, Coconut Mango Scent, 1 Gallon (128 fl oz) Refill", "asin": "B00DQSKQXE", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Native Moisture Haircare - Parent", "asin": "B0BBBSMV94", "price": "$19.94", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Dove Damage Therapy Shampoo Daily Moisture for Dry Hair with Bio-Protein Care Technology and Hyaluronic Serum 28 Fl Oz", "asin": "B0DK5VYD9F", "price": "$8.84", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "OUAI Fine Shampoo - Volumizing Shampoo with Strengthening Keratin, Biotin & Chia Seed Oil for Fine Hair - Delivers Clean, Weightless Body - Paraben, Phthalate & Sulfate Free Hair Care (10 Fl Oz)", "asin": "B084BW599K", "price": "$32.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Avalon Organics Revitalizing Lavender Shampoo, 32 oz", "asin": "B0011DP24Y", "price": "$13.38", "delivery": " $9.95 delivery Today 12 PM - 2 PM Or FREE pickup"},
{"title": "Head and Shoulders Classic Clean 2-in-1 Anti-Dandruff Shampoo + Conditioner 8.45 Fl Oz", "asin": "B01NAAZEHL", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "MATRIX Food For Soft Shampoo For Color-Treated, Dry and Brittle Hair - Moisturizes, Softens and Smooths, With Avocado Oil & Hyaluronic Acid, Vegan", "asin": "B0BY9PMG9Y", "price": "$44.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Pantene Shampoo, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV8S8TS", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Pureology Hydrate Sheer Shampoo - Lightweight Hydrating Shampoo For Fine or Dry Color-Treated Hair, Silicone-Free & Vegan", "asin": "B0891BG2PY", "price": "$37.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Herbal Essences Hello hydration shampoo shampooing for hair 29.2 FL OZ", "asin": "B084LHV2M1", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "L'Oreal Paris Elvive Total Repair 5 Repairing Shampoo for Damaged Hair Shampoo with Protein and Ceramide for Strong Silky Shiny Healthy Renewed Hair 28 Fl Oz", "asin": "B07525QJC8", "price": "$7.68", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "ATTITUDE Nourishing Hair Shampoo, EWG Verified, For Dry and Damaged Hair, Naturally Derived Ingredients, Vegan and Plant Based, Grapeseed Oil and Olive Leaves, 32 Fl Oz", "asin": "B08YF7M43H", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Alberto VO5 Extra Body Volumizing Shampoo, 15 Ounce", "asin": "B00CHL3HK0", "price": "$1.01", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Biolage Hydra Source Shampoo - Softens & Adds Shine, For Dry Hair, Infused with Micro-Filtered Aloe Vera & Fermented Hyaluronic Acid, Vegan & Paraben-Free, Packaging May Vary", "asin": "B00J9WZZWI", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Garnier Fructis Grow Strong Shampoo, 33.8 Fl Oz, 1 Count (Packaging May Vary)", "asin": "B074VLGVJ3", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Alba Botanica More Moisture Shampoo, Coconut Milk, 32 Oz (Packaging May Vary)", "asin": "B01LY0T8IN", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Ginger Lily Farms Botanicals Moisturizing Shampoo for All Hair Types, Island Tranquility, 100% Vegan & Cruelty-Free, Green Tea Lemongrass Scent, 1 Gallon (128 fl oz) Refill", "asin": "B00DQSHTWK", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Biolage Ultra Hydra Source Shampoo - Deeply Moisturizes & Conditions Very Dry Hair, For Thick and Coarse Hair, Infused with Cupua\u00e7u Butter & Salicylic Acid, Vegan & Paraben-Free", "asin": "B00JWSNN00", "price": "$24.00", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "OGX Nourishing + Coconut Milk Shampoo, Hydrating & Restoring Shampoo Moisturizes for Soft Hair After the First Use, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz", "asin": "B002KG28PW", "price": "$12.28", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "L'Oreal Paris Thickening Sulfate Free Shampoo, Thickens + Strengthens Thin, Fragile Hair, Hair Care with Rosemary Leaf, EverPure, 8.5 Fl Oz (Packaging May Vary)", "asin": "B01M0OX5NU", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Garnier Fructis Pure Clean Purifying Shampoo, Silicone-Free, 12.5 Fl Oz, 3 Count (Packaging May Vary)", "asin": "B07BVKK11Q", "price": "$11.97", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "OGX Thick & Full + Biotin & Collagen Volumizing Shampoo, Nutrient-Infused Hair Shampoo with Vitamin B7 Biotin Gives Hair Volume & Body for 72+ Hours, Sulfate-Free Surfactants, 25.4 fl. oz", "asin": "B071NVVNK3", "price": "$12.28", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Aveeno Farm-Fresh Oat Milk Sulfate-Free Shampoo with Colloidal Oatmeal & Almond Milk, Moisturizing Shampoo for All Hair Types, Safe for Color-Treated Hair, Paraben & Dye-Free, 12 Fl Oz", "asin": "B07HMJTH7G", "price": "$7.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Neutrogena Exfoliating Healthy Scalp Clarify & Shine Shampoo for Oily Hair and Scalp, Anti-Residue Shampoo with Pink Grapefruit, pH-Balanced, Paraben & Phthalate-Free, Color-Safe, 12oz", "asin": "B08KSLGXFH", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Pantene Sulfate Free Shampoo with Rice Water, Protects Natural Hair Growth, Volumizing, for Women, Nutrient Infused with Vitamin B5, Safe for Color Treated Hair, Pro-V Blends, 30.0 oz", "asin": "B0BS56VQGF", "price": "$16.79", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Brickell Men's Products Daily Strengthening Shampoo for Men, Natural and Organic Featuring Mint and Tea Tree Oil To Soothe Dry and Itchy Scalp, Sulfate Free and Paraben Free, 8 Ounce, Scented", "asin": "B00SWDHC5I", "price": "$20.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "L'Oreal Paris Bonding Shampoo for Color Treated Hair, Strengthens and Repairs Weak Hair Bonds, Sulfate Free & Vegan Hair Care, EverPure, 6.8 Fl Oz", "asin": "B091D6HGQG", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Paul Mitchell Shampoo Two, Clarifying Shampoo, Deep Cleanses + Removes Buildup, For All Hair Types, Especially Oily Hair", "asin": "B0009OMNKM", "price": "$12.25", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Herbal Essences Shine Collection Shampoo", "asin": "B084LJ5XJ3", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Old Spice Tea Tree Shampoo for Men, Cooling Shampoo with Tea Tree, Removes Built Up Dirt and Oil, 21.9 Oz Each, Twin Pack", "asin": "B08LHX596H", "price": "$15.94", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "OGX Renewing + Argan Oil of Morocco Shampoo, Damage Repair Shampoo & Argan Oil to Help Strengthen & Repair Dry, Damaged Hair, Paraben-Free, Sulfate-Free Surfactants, 25.4 fl. oz", "asin": "B008J2GP9G", "price": "$12.28", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Garnier Fructis Curl Nourish Sulfate Free Moisturizing Shampoo, 12.5 Fl Oz, 1 Count (Packaging May Vary)", "asin": "B01MDTVV6T", "price": "$3.97", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM 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": "2025-05-03T08:22:21.576Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"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\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming\", \"asin\": \"47a4c931\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV\", \"asin\": \"47a4c931\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Charging Station with 2-pack Quick Release Battery Packs\", \"asin\": \"B08HRX74PF\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)\", \"asin\": \"B09ZLTMWWH\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White\", \"asin\": \"B0CD3285ZJ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Rechargeable Quick Release Battery Pack\", \"asin\": \"B076JKHDQT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell (newest model) \\u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"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\": \"2025-05-03T08:23:00.082Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "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": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "quantity": ""},
{"title": "Ring Rechargeable Quick Release Battery Pack", "asin": "B076JKHDQT", "price": "$34.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) \u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "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": "2025-05-03T08:23:00.082Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:23:00.082Z
|
click_product
|
B08SG2MS3V
|
rule
|
2025-05-03T08:23:00.082Z
|
click_product
|
B08SG2MS3V
|
train
| 428 |
2025-05-03T08:23:00.082Z
|
click_product
|
B08SG2MS3V
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "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": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "quantity": ""},
{"title": "Ring Rechargeable Quick Release Battery Pack", "asin": "B076JKHDQT", "price": "$34.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) \u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "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": "2025-05-03T08:23:00.082Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming\", \"asin\": \"47a4c931\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV\", \"asin\": \"47a4c931\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Charging Station with 2-pack Quick Release Battery Packs\", \"asin\": \"B08HRX74PF\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)\", \"asin\": \"B09ZLTMWWH\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White\", \"asin\": \"B0CD3285ZJ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Rechargeable Quick Release Battery Pack\", \"asin\": \"B076JKHDQT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell (newest model) \\u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"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\": \"2025-05-03T08:23:36.797Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "quantity": ""},
{"title": "Ring Rechargeable Quick Release Battery Pack", "asin": "B076JKHDQT", "price": "$34.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) \u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "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": "2025-05-03T08:23:36.797Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:23:36.797Z
|
input
|
wok
|
rule
|
2025-05-03T08:23:36.797Z
|
input
|
wok
|
train
| 429 |
2025-05-03T08:23:36.797Z
|
input
|
wok
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "quantity": ""},
{"title": "Ring Rechargeable Quick Release Battery Pack", "asin": "B076JKHDQT", "price": "$34.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) \u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "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": "2025-05-03T08:23:36.797Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wok \"}],\n\"promotion_items\": [{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming\", \"asin\": \"47a4c931\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV\", \"asin\": \"47a4c931\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Charging Station with 2-pack Quick Release Battery Packs\", \"asin\": \"B08HRX74PF\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)\", \"asin\": \"B09ZLTMWWH\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White\", \"asin\": \"B0CD3285ZJ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Rechargeable Quick Release Battery Pack\", \"asin\": \"B076JKHDQT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell (newest model) \\u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"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\": \"2025-05-03T08:23:36.921Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wok "}],
"promotion_items": [{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "quantity": ""},
{"title": "Ring Rechargeable Quick Release Battery Pack", "asin": "B076JKHDQT", "price": "$34.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) \u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "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": "2025-05-03T08:23:36.921Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:23:36.921Z
|
click
|
suggested_term
|
rule
|
2025-05-03T08:23:36.921Z
|
click
|
suggested_term
|
train
| 430 |
2025-05-03T08:23:36.921Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wok "}],
"promotion_items": [{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "quantity": ""},
{"title": "Ring Rechargeable Quick Release Battery Pack", "asin": "B076JKHDQT", "price": "$34.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) \u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "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": "2025-05-03T08:23:36.921Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"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\"promotion_items\": [{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming\", \"asin\": \"47a4c931\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV\", \"asin\": \"47a4c931\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Charging Station with 2-pack Quick Release Battery Packs\", \"asin\": \"B08HRX74PF\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)\", \"asin\": \"B09ZLTMWWH\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White\", \"asin\": \"B0CD3285ZJ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Rechargeable Quick Release Battery Pack\", \"asin\": \"B076JKHDQT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell (newest model) \\u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"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\": \"2025-05-03T08:23:42.060Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "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": ""}],
"promotion_items": [{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "quantity": ""},
{"title": "Ring Rechargeable Quick Release Battery Pack", "asin": "B076JKHDQT", "price": "$34.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) \u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "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": "2025-05-03T08:23:42.060Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:23:42.060Z
|
input
|
wok pspatula
|
rule
|
2025-05-03T08:23:42.060Z
|
input
|
wok pspatula
|
train
| 431 |
2025-05-03T08:23:42.060Z
|
input
|
wok pspatula
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "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": ""}],
"promotion_items": [{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Amazon Fire TV Stick HD (newest model), free and live TV, Alexa Voice Remote, smart home controls, HD streaming", "asin": "47a4c931", "price": "$19.99", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K (newest model) with AI-powered Fire TV Search, Wi-Fi 6, stream over 1.5 million movies and shows, free & live TV", "asin": "47a4c931", "price": "$29.99", "quantity": ""},
{"title": "Ring Charging Station with 2-pack Quick Release Battery Packs", "asin": "B08HRX74PF", "price": "$89.99", "quantity": ""},
{"title": "INSIGNIA 32-inch Class F20 Series Smart HD 720p Fire TV with Alexa Voice Remote (NS-32F201NA23)", "asin": "B09ZLTMWWH", "price": "$89.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | 2-Pack | White", "asin": "B0CD3285ZJ", "price": "$149.99", "quantity": ""},
{"title": "Ring Rechargeable Quick Release Battery Pack", "asin": "B076JKHDQT", "price": "$34.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) \u2014 Two-way audio, HD video, long-lasting battery life, wired or wire-free install, motion detection, chime app alerts, Works with Alexa (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "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": "2025-05-03T08:23:42.060Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wok pspatula\"}],\n\"cart_items\": [{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"promotion_items\": [{\"title\": \"HexClad Hybrid Nonstick 10-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B0B991217N\", \"price\": \"$101.00\", \"quantity\": \"\"},\n{\"title\": \"Carbon Steel Wok - Including Glass Cover and Silicone Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves\", \"asin\": \"B0CJJH7JDX\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"YOSUKATA Carbon Steel Woks and Stir Fry Pans 14 in with Round Bottom - Traditional Chinese Japanese Pow Wok - Black Steel Pan\", \"asin\": \"B07VJ5LGJ9\", \"price\": \"$61.99\", \"quantity\": \"\"},\n{\"title\": \"Carbon Steel Wok -13 Inch Woks & Stir-fry Pans Nonstick, Wok Pan with Lid Spatula and Dish Brush: Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas, All Stoves\", \"asin\": \"B0CWS6XHJJ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Ceramic Wok Pan, 12 Inch Nonstick Wok with Lid, Healthy Non Toxic Woks & Stir-fry Pans for Cooking, Induction Cookware, PFOA & PFAS Free\", \"asin\": \"B0DGFYXDPL\", \"price\": \"$42.39\", \"quantity\": \"\"},\n{\"title\": \"shuoguoleilei Chinese Hand Hammered Iron Woks Set, Non-stick No Coating Preseasoned Wok Blue Round Bottom Wok Pan For Electric, Induction and Gas Stoves \\uff08Blue Black-14\\uff09\", \"asin\": \"B0B45Z7C68\", \"price\": \"$115.90\", \"quantity\": \"\"},\n{\"title\": \"YOSUKATA Carbon Steel Wok Pan \\u2013 13,5 \\u201c Stir Fry Pans with Flat Bottom - Pow Wok - Traditional Japanese Chinese Cookware for Induction Electric Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping\", \"asin\": \"B084DQYNNM\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"YOSUKATA Flat Bottom Woks and Stir Fry Pans- 13.5\\\" - Preseasoned Blue Carbon Steel Wok - Traditional Japanese Chinese Pan for Electric Induction Ceramic Gas Cooktops and Open Fire - Grill BBQ Camping\", \"asin\": \"B08HMXMG2H\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"YOSUKATA Carbon Steel Woks and Stir Fry Pans 14 in with Round Bottom - Traditional Chinese Japanese Pow Wok - Black Steel Pan\", \"asin\": \"B07VJ5LGJ9\", \"price\": \"$61.99\", \"quantity\": \"\"},\n{\"title\": \"WANGYUANJI Iron Wok, 14.17\\u2019\\u2019 Traditional Round-Bottom Wok, Chef\\u2019s Professional Stir-Fry Pan with Wooden Handle, Chemical-Free Iron Wok for Gas Stoves and Round-Bottom Induction Stovetop\", \"asin\": \"B0DC37JCMX\", \"price\": \"$69.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DOTCLAD Wok pan,Hybrid 12 inch Wok with Lid, PFOA Free Cookware,non stick Stainless Steel Woks & Stir-fry pans Nonstick, Dishwasher and Oven Safe, Works on Induction\", \"asin\": \"B0CT3LCTF6\"}],\n\"search_results\": [{\"title\": \"Carbon Steel Wok Pan - 13\\\" Wok Pan with Lid, Woks & Stir-Fry Pans Nonstick with Spatula & Brush, Chinese Wok Flat Bottom Wok for Induction, Electric, Gas, All Stoves\", \"asin\": \"B0DK2VHRB2\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Carbon Steel Wok - Including Glass Cover and Silicone Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves\", \"asin\": \"B0CJJH7JDX\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Town Food Service 20 Inch Steel Cantonese Style Wok\", \"asin\": \"B001BSOX58\", \"price\": \"$43.98\", \"delivery\": \"FREE delivery Mon, May 12 Only 19 left in stock - order soon.\"},\n{\"title\": \"Carbon Steel Wok Pan, 9.5 \\u201c Woks & Stir-Fry Pans with Wooden Lid Cookwares, Nonstick Wok, No Chemical Coated Flat Bottom Hand Hammered Chinese Wok For for Electric, Induction,Gas Stoves\", \"asin\": \"B0D3DHBBGL\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Tue, May 6\"},\n{\"title\": \"Carbon Steel Wok - Including Glass Cover and Steel Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves\", \"asin\": \"B0DSG32TWY\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Carbon Steel Wok Pan - 13\\\" Wok Pan with Lid, Woks & Stir-Fry Pans Nonstick with Spatula & Brush, Chinese Wok Flat Bottom Wok for Induction, Electric, Gas, All Stoves\", \"asin\": \"B0DK2VHRB2\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Carbon Steel Wok - Including Glass Cover and Silicone Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves\", \"asin\": \"B0CJJH7JDX\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"CAROTE Non Stick Wok with Lid 12''/5.3QT Woks & Stir-fry Pans Nonstick Granite Wok Pan Induction Cookware Deep Frying Pan, Compatible with All Stovetops\", \"asin\": \"B0DSF6FR91\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Nonstick Wok with Lid, 13 Inch Woks & Stir Fry Pans Nonstick, Carbon Steel Wok for Cooking, Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas Stoves\", \"asin\": \"B0DGG62FYP\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Carbon Steel Wok For Electric, Induction and Gas Stoves (Lid, Spatula and User Guide Video Included)\", \"asin\": \"B07RJ39JVL\", \"price\": \"$35.14\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Carbon Steel Wok Pan, 14 Piece Woks & Stir-Fry Pans Set with Wooden Lid Cookwares, No Chemical Coated Flat Bottom Chinese Pan for Induction, Electric, Gas, Halogen All Stoves - 12.6''\", \"asin\": \"B09CG2JG5N\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"shuoguoleilei Chinese Hand Hammered Iron Woks Set, Non-Stick No Coating Preseasoned Wok Blue Round Bottom Wok Pan for Electric, Induction and Gas Stoves \\uff08Blue Black-12\\uff09\", \"asin\": \"B0BCDZC3MN\", \"price\": \"$119.90\", \"delivery\": \" Two-Day FREE delivery Mon, May 5 Only 19 left in stock - order soon.\"},\n{\"title\": \"KOHAS Prime Titanium Stone Coating Wok Pan, Black (11.8\\\")\", \"asin\": \"B0D9ZLVQGB\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 9 - 15 Or fastest delivery Wed, May 7 Only 9 left in stock - order soon.\"},\n{\"title\": \"Wok Pan with Lid - 13\\\" Nonstick Wok, Carbon Steel Woks & Stir-Fry Pans with Cookwares, Flat Bottom Chinese wok for Electric, Induction and Gas Stoves\", \"asin\": \"B0BLP5KQVD\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Carbon Steel Wok Pan, 5 Piece Authentic Chinese Wok & Stir-Fry Pans Set with Wooden Lid, No Chemical Coated Flat Bottom Chinese Woks Pan for All Stoves-13\\u201c\", \"asin\": \"B098X3GJJS\", \"price\": \"$32.29\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Carbon Steel Wok Pan - 12.9\\\" Woks & Stir-Fry Pans Nonstick with Spatula: Flat Bottom Wok for Electric, Induction and Gas Stoves\", \"asin\": \"B0DSFPYD9K\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Carbon Steel Wok Pan, 5 Piece Authentic Chinese Wok & Stir-Fry Pans Set with Wooden Lid, No Chemical Coated Flat Bottom Chinese Woks Pan for All Stoves-13\\u201c\", \"asin\": \"B098X3GJJS\", \"price\": \"$32.29\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in\", \"asin\": \"B0BVM8Q3SH\", \"delivery\": \"Currently unavailable.\"},\n{\"title\": \"Wok, 13 Inch carbon steel woks & stir-fry pans nonstick, Pre-Seasoned 5.8QT Flat Bottom Chinese Wok Pan with lid, Carbon Steel Cookware, Compatible with All Cooktops\", \"asin\": \"B0DR949W42\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Carbon Steel Wok Traditional Hand Hammered - 13.4\\\" Chinese Woks Round Bottom Wok Pan Set with 8 Pcs Cookware Accessories\", \"asin\": \"B09NYDPCNY\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Wok Pan with Glass Lid and Wooden spatula - 12.6\\\" Carbon Steel Stir Fry Pan with Flat Bottom and Wooden Handle\", \"asin\": \"B0DKXGHLTX\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Carbon Steel Wok Pan - 12.9\\\" Woks & Stir-Fry Pans Nonstick with Spatula: Flat Bottom Wok for Electric, Induction and Gas Stoves\", \"asin\": \"B0DSFPYD9K\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Carbon Steel Wok Pan, 14 Piece Woks & Stir-Fry Pans Set with Wooden Lid Cookwares, No Chemical Coated Flat Bottom Chinese Pan for Induction, Electric, Gas, Halogen All Stoves - 12.6''\", \"asin\": \"B09CG2JG5N\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Carbon Steel Wok -13 Inch Woks & Stir-fry Pans Nonstick, Wok Pan with Lid Spatula and Dish Brush: Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas, All Stoves\", \"asin\": \"B0CWS6XHJJ\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Wok pan,Hybrid 12 inch Wok with Lid, PFOA Free Cookware,non stick Stainless Steel Woks & Stir-fry pans Nonstick, Dishwasher and Oven Safe, Works on Induction\", \"asin\": \"B0CT3LCTF6\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"12.8\\\" Carbon Steel Wok-11Pcs Woks & Stir Fry Pans Wok Pan with Lid, No Chemical Coated Chinese Wok with 10 Cookware Accessories, Flat Bottom Wok for Electric, Induction,Gas Stoves\", \"asin\": \"B09378YBDC\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Wok Pan with Lid - 13\\\" Nonstick Wok, Carbon Steel Woks & Stir-Fry Pans with Cookwares, Flat Bottom Chinese wok for Electric, Induction and Gas Stoves\", \"asin\": \"B0BLP5KQVD\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"12.8\\\" Carbon Steel Wok-11Pcs Woks & Stir Fry Pans Wok Pan with Lid, No Chemical Coated Chinese Wok with 10 Cookware Accessories, Flat Bottom Wok for Electric, Induction,Gas Stoves\", \"asin\": \"B09378YBDC\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Wok, Stir Fry Pan, Wooden Handle, 11 Inch, Lightweight Cast Iron, chef\\u2019s pan, pre-seasoned nonstick, for Chinese Japanese and other cooking\", \"asin\": \"B0B99G4W6Q\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Cuisinart 14-Inch Stir-Fry Pan, Helper Handle and Glass Cover, Chef's Classic Stainless Steel, 726-38H\", \"asin\": \"B000ND3GQY\", \"price\": \"$40.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Oster Sangerfield 14 Inch Stainless Steel Wok w/ Wood Handles\", \"asin\": \"B0CRWM1JG3\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4 Only 12 left in stock (more on the way).\"},\n{\"title\": \"Carbon Steel Wok Pan, 9.5\\\" Authentic Chinese Stir-Fry Pans Set with Glass Lid, 1.65lb Lightweight Flat Bottom Small Wok for 1-2 Servings\", \"asin\": \"B0DP6MJ7ZM\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"JOYCE CHEN Classic Series 14-Inch Carbon Steel Wok with Birch Handles\", \"asin\": \"B002AQSWMU\", \"price\": \"$32.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Wok Pan 12.5\\\", Woks and Stir Fry Pans with lid, Carbon Steel Wok with Cookware Accessories, Flat Bottom Suits for all Stoves\", \"asin\": \"B088PX1TJQ\", \"price\": \"$32.29\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Carbon Steel Wok Pan, Wok Pan with Handle, Traditional Woks (13 inch)\", \"asin\": \"B0D6NDK32K\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Carbon Steel Wok Traditional Hand Hammered - 13.4\\\" Chinese Woks Round Bottom Wok Pan Set with 8 Pcs Cookware Accessories\", \"asin\": \"B09NYDPCNY\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Carbon Steel Wok - Including Glass Cover and Steel Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves\", \"asin\": \"B0DSG32TWY\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"T-fal Ultimate Hard Anodized Nonstick Wok 14 Inch, Oven Broiler Safe 350F, Non Stick Stir-Fry Pan, Cookware, Pots and Pans, Kitchen, Versatile Deep Frying, Saut\\u00e9, Braise, Stew, Dishwasher Safe, Black\", \"asin\": \"B07ZWRZBMG\", \"price\": \"$57.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"AOSION 13'' Nonstick Wok, Woks & Stir-Fry Pans Non Stick Wok with Lid and Steamer Basket Spatula Ladle, 100% PFOA Free Induction Wok Pan for Electric, Gas, Halogen, All Stoves\", \"asin\": \"B0D7M8SYLL\", \"price\": \"$38.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Calphalon Signature Hard-Anodized Nonstick 12-Inch Flat-Bottom Wok with Cover\", \"asin\": \"B015Q9HM78\", \"price\": \"$76.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Frying Pan with Lid Skillet Nonstick 10 inch Wok Pan Woks and Stir Fry Pans for Electric,Induction and Gas Stoves\", \"asin\": \"B09TK52X4V\", \"price\": \"$36.79\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Imusa USA Inch, Red PAN-10046 12\\\" Nonstick Carbon Steel Wok, Handle\", \"asin\": \"B01HNM18JY\", \"price\": \"$16.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"12.5\\u201d Woks & Stir-Fry Pans with Lid Steamer, Nonstick Ceramic Wok Pan with Lid, Deep Large Induction Hard Anodized Frying Wok, Carbon Steel Wok Set Flat Bottom, Large Saute Pan Set\", \"asin\": \"B0D6NJHYKC\", \"price\": \"$38.95\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Nonstick Wok with Lid, 12 Inch Woks & Stir-fry Pans, Granite Stone Coating for Cooking, Induction Cookware, Compatible with All Stovetops, PFOA Free\", \"asin\": \"B0C9CHBFZ8\", \"price\": \"$36.54\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Babish Carbon Steel Flat Bottom Wok and Stir Fry Pan, 14-Inch\", \"asin\": \"B09GRXQGRN\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"OVENTE Electric Wok with Nonstick Coating, 13 Inch Family-Sized Skillet, 1400W Power, Adjustable Temperature, Tempered Glass Lid, Cool Touch Handles and Easy to Clean Frying Surface, Black SK3113B\", \"asin\": \"B077TDQYK8\", \"price\": \"$30.11\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"TECHEF - CeraTerra 12\\\" Ceramic Nonstick Flat Bottom Wok/Stir-Fry Pan - PFOA, PTFE, PFAS Free, Dishwasher and Oven Safe, Made in Korea (12-in)\", \"asin\": \"B07DR8FV7Z\", \"price\": \"$42.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Wok, 13 Inch Hybrid Woks & Stir-fry Pans Nonstick, Non Toxic Stainless Steel Wok Pan with Lid, Dishwasher Induction Oven Broiler Safe, PFOA Free Cookware Non Stick\", \"asin\": \"B0DQXRS7RQ\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"JOYCE CHEN Classic Series 14-Inch Ceramic Nonstick Carbon Steel Wok\", \"asin\": \"B0DWH7FJ47\", \"price\": \"$59.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"YOSUKATA Carbon Steel Wok Pan \\u2013 13,5 \\u201c Stir Fry Pans with Flat Bottom - Pow Wok - Traditional Japanese Chinese Cookware for Induction Electric Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping\", \"asin\": \"B084DQYNNM\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"HexClad Hybrid Nonstick 12-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\\u00b0F, Induction-Ready, Compatible with All Cooktops\", \"asin\": \"B07W99LJBZ\", \"price\": \"$118.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Craft Wok Flat Hand Hammered Carbon Steel Pow Wok with Wooden and Steel Helper Handle (14 Inch, Flat Bottom) / 731W316\", \"asin\": \"B0922Y11HX\", \"price\": \"$65.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"KitchenAid 5-Ply Clad Polished Stainless Steel Wok,15 Inch\", \"asin\": \"B08GF5SLBX\", \"price\": \"$103.99\", \"delivery\": \"FREE delivery May 8 - 9 for Prime members\"},\n{\"title\": \"GreenPan Chatham Tri-Ply Stainless Steel Healthy Ceramic Nonstick 11\\\" Wok Pan, PFAS-Free, Multi Clad, Induction, Dishwasher Safe, Oven Safe, Silver\", \"asin\": \"B09HDXCC6N\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, May 5\"},\n{\"title\": \"GreenPan Carbon Steel Wok 14\\u201d, Flat Bottom, Durable Stir-Fry Pan, Pre-Seasoned Nonstick Patina, High Heat Retention, Induction, Ash Wood Handle, Kyoto, Black\", \"asin\": \"B0DQ23W31S\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"GreenPan Reserve Hard Anodized Healthy Ceramic Nonstick, 11\\\" Wok Pan, Gold Handle, PFAS-Free, Dishwasher & Oven Safe, Black\", \"asin\": \"B0BRNX52C5\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"LOLYKITCH New Hybird 12 Inch Tri-Ply Stainless Steel Wok Pan with Lid,Ceramic Nonstick Coating Stir Frying Pan,Induction Cooking Pan,Dishwasher and Oven Safe\", \"asin\": \"B0DCBS9DPW\", \"price\": \"$45.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Rachael Ray Cucina Hard Anodized Nonstick Wok Pan with Lid, 11-Inch Covered Stir Fry, Gray with Blue Handles\", \"asin\": \"B00MVX3PMO\", \"price\": \"$54.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"GreenPan Lima Hard Anodized Healthy Ceramic Nonstick 12.5\\\" Wok pan with Helper Handle, PFAS-Free, Oven Safe, Gray\", \"asin\": \"B00AIKX7K2\", \"price\": \"$51.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Lodge Pre-Seasoned Cast Iron WOK - Dual Assist Handle - Use in the Oven, on the Stove, or on the Grill - 14 Inch\", \"asin\": \"B09VJ779W4\", \"price\": \"$49.90\", \"delivery\": \"FREE delivery Tue, May 6\"},\n{\"title\": \"Cooks Standard Nonstick Stir-Fry Wok Pan 11-Inch, Hard Anodized Deep Frying Pan with Glass Lid, Flat Bottom, Black\", \"asin\": \"B07DK2SPS7\", \"price\": \"$42.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Bruntmor 14 Inch Blue Enameled Cast Iron Wok/Pot Nonstick Skillet Pan with Large Loop Handles for Versatile Cooking - Oven Safe & Electric Stovetop Compatible - Indoor and Outdoor Culinary Essential\", \"asin\": \"B07K428H3W\", \"price\": \"$42.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 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\": \"2025-05-03T08:23:42.626Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wok pspatula"}],
"cart_items": [{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"promotion_items": [{"title": "HexClad Hybrid Nonstick 10-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops", "asin": "B0B991217N", "price": "$101.00", "quantity": ""},
{"title": "Carbon Steel Wok - Including Glass Cover and Silicone Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves", "asin": "B0CJJH7JDX", "price": "$39.99", "quantity": ""},
{"title": "YOSUKATA Carbon Steel Woks and Stir Fry Pans 14 in with Round Bottom - Traditional Chinese Japanese Pow Wok - Black Steel Pan", "asin": "B07VJ5LGJ9", "price": "$61.99", "quantity": ""},
{"title": "Carbon Steel Wok -13 Inch Woks & Stir-fry Pans Nonstick, Wok Pan with Lid Spatula and Dish Brush: Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas, All Stoves", "asin": "B0CWS6XHJJ", "price": "$33.99", "quantity": ""},
{"title": "Ceramic Wok Pan, 12 Inch Nonstick Wok with Lid, Healthy Non Toxic Woks & Stir-fry Pans for Cooking, Induction Cookware, PFOA & PFAS Free", "asin": "B0DGFYXDPL", "price": "$42.39", "quantity": ""},
{"title": "shuoguoleilei Chinese Hand Hammered Iron Woks Set, Non-stick No Coating Preseasoned Wok Blue Round Bottom Wok Pan For Electric, Induction and Gas Stoves \uff08Blue Black-14\uff09", "asin": "B0B45Z7C68", "price": "$115.90", "quantity": ""},
{"title": "YOSUKATA Carbon Steel Wok Pan \u2013 13,5 \u201c Stir Fry Pans with Flat Bottom - Pow Wok - Traditional Japanese Chinese Cookware for Induction Electric Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping", "asin": "B084DQYNNM", "price": "$59.99", "quantity": ""},
{"title": "YOSUKATA Flat Bottom Woks and Stir Fry Pans- 13.5\" - Preseasoned Blue Carbon Steel Wok - Traditional Japanese Chinese Pan for Electric Induction Ceramic Gas Cooktops and Open Fire - Grill BBQ Camping", "asin": "B08HMXMG2H", "price": "$89.99", "quantity": ""},
{"title": "YOSUKATA Carbon Steel Woks and Stir Fry Pans 14 in with Round Bottom - Traditional Chinese Japanese Pow Wok - Black Steel Pan", "asin": "B07VJ5LGJ9", "price": "$61.99", "quantity": ""},
{"title": "WANGYUANJI Iron Wok, 14.17\u2019\u2019 Traditional Round-Bottom Wok, Chef\u2019s Professional Stir-Fry Pan with Wooden Handle, Chemical-Free Iron Wok for Gas Stoves and Round-Bottom Induction Stovetop", "asin": "B0DC37JCMX", "price": "$69.99", "quantity": ""}],
"ads": [{"title": "DOTCLAD Wok pan,Hybrid 12 inch Wok with Lid, PFOA Free Cookware,non stick Stainless Steel Woks & Stir-fry pans Nonstick, Dishwasher and Oven Safe, Works on Induction", "asin": "B0CT3LCTF6"}],
"search_results": [{"title": "Carbon Steel Wok Pan - 13\" Wok Pan with Lid, Woks & Stir-Fry Pans Nonstick with Spatula & Brush, Chinese Wok Flat Bottom Wok for Induction, Electric, Gas, All Stoves", "asin": "B0DK2VHRB2", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok - Including Glass Cover and Silicone Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves", "asin": "B0CJJH7JDX", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Town Food Service 20 Inch Steel Cantonese Style Wok", "asin": "B001BSOX58", "price": "$43.98", "delivery": "FREE delivery Mon, May 12 Only 19 left in stock - order soon."},
{"title": "Carbon Steel Wok Pan, 9.5 \u201c Woks & Stir-Fry Pans with Wooden Lid Cookwares, Nonstick Wok, No Chemical Coated Flat Bottom Hand Hammered Chinese Wok For for Electric, Induction,Gas Stoves", "asin": "B0D3DHBBGL", "price": "$29.99", "delivery": "FREE delivery Tue, May 6"},
{"title": "Carbon Steel Wok - Including Glass Cover and Steel Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves", "asin": "B0DSG32TWY", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok Pan - 13\" Wok Pan with Lid, Woks & Stir-Fry Pans Nonstick with Spatula & Brush, Chinese Wok Flat Bottom Wok for Induction, Electric, Gas, All Stoves", "asin": "B0DK2VHRB2", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok - Including Glass Cover and Silicone Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves", "asin": "B0CJJH7JDX", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "CAROTE Non Stick Wok with Lid 12''/5.3QT Woks & Stir-fry Pans Nonstick Granite Wok Pan Induction Cookware Deep Frying Pan, Compatible with All Stovetops", "asin": "B0DSF6FR91", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Nonstick Wok with Lid, 13 Inch Woks & Stir Fry Pans Nonstick, Carbon Steel Wok for Cooking, Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas Stoves", "asin": "B0DGG62FYP", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok For Electric, Induction and Gas Stoves (Lid, Spatula and User Guide Video Included)", "asin": "B07RJ39JVL", "price": "$35.14", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok Pan, 14 Piece Woks & Stir-Fry Pans Set with Wooden Lid Cookwares, No Chemical Coated Flat Bottom Chinese Pan for Induction, Electric, Gas, Halogen All Stoves - 12.6''", "asin": "B09CG2JG5N", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "shuoguoleilei Chinese Hand Hammered Iron Woks Set, Non-Stick No Coating Preseasoned Wok Blue Round Bottom Wok Pan for Electric, Induction and Gas Stoves \uff08Blue Black-12\uff09", "asin": "B0BCDZC3MN", "price": "$119.90", "delivery": " Two-Day FREE delivery Mon, May 5 Only 19 left in stock - order soon."},
{"title": "KOHAS Prime Titanium Stone Coating Wok Pan, Black (11.8\")", "asin": "B0D9ZLVQGB", "price": "$29.99", "delivery": "FREE delivery May 9 - 15 Or fastest delivery Wed, May 7 Only 9 left in stock - order soon."},
{"title": "Wok Pan with Lid - 13\" Nonstick Wok, Carbon Steel Woks & Stir-Fry Pans with Cookwares, Flat Bottom Chinese wok for Electric, Induction and Gas Stoves", "asin": "B0BLP5KQVD", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok Pan, 5 Piece Authentic Chinese Wok & Stir-Fry Pans Set with Wooden Lid, No Chemical Coated Flat Bottom Chinese Woks Pan for All Stoves-13\u201c", "asin": "B098X3GJJS", "price": "$32.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok Pan - 12.9\" Woks & Stir-Fry Pans Nonstick with Spatula: Flat Bottom Wok for Electric, Induction and Gas Stoves", "asin": "B0DSFPYD9K", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok Pan, 5 Piece Authentic Chinese Wok & Stir-Fry Pans Set with Wooden Lid, No Chemical Coated Flat Bottom Chinese Woks Pan for All Stoves-13\u201c", "asin": "B098X3GJJS", "price": "$32.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "delivery": "Currently unavailable."},
{"title": "Wok, 13 Inch carbon steel woks & stir-fry pans nonstick, Pre-Seasoned 5.8QT Flat Bottom Chinese Wok Pan with lid, Carbon Steel Cookware, Compatible with All Cooktops", "asin": "B0DR949W42", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok Traditional Hand Hammered - 13.4\" Chinese Woks Round Bottom Wok Pan Set with 8 Pcs Cookware Accessories", "asin": "B09NYDPCNY", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Pan with Glass Lid and Wooden spatula - 12.6\" Carbon Steel Stir Fry Pan with Flat Bottom and Wooden Handle", "asin": "B0DKXGHLTX", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok Pan - 12.9\" Woks & Stir-Fry Pans Nonstick with Spatula: Flat Bottom Wok for Electric, Induction and Gas Stoves", "asin": "B0DSFPYD9K", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok Pan, 14 Piece Woks & Stir-Fry Pans Set with Wooden Lid Cookwares, No Chemical Coated Flat Bottom Chinese Pan for Induction, Electric, Gas, Halogen All Stoves - 12.6''", "asin": "B09CG2JG5N", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok -13 Inch Woks & Stir-fry Pans Nonstick, Wok Pan with Lid Spatula and Dish Brush: Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas, All Stoves", "asin": "B0CWS6XHJJ", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok pan,Hybrid 12 inch Wok with Lid, PFOA Free Cookware,non stick Stainless Steel Woks & Stir-fry pans Nonstick, Dishwasher and Oven Safe, Works on Induction", "asin": "B0CT3LCTF6", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "12.8\" Carbon Steel Wok-11Pcs Woks & Stir Fry Pans Wok Pan with Lid, No Chemical Coated Chinese Wok with 10 Cookware Accessories, Flat Bottom Wok for Electric, Induction,Gas Stoves", "asin": "B09378YBDC", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Pan with Lid - 13\" Nonstick Wok, Carbon Steel Woks & Stir-Fry Pans with Cookwares, Flat Bottom Chinese wok for Electric, Induction and Gas Stoves", "asin": "B0BLP5KQVD", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "12.8\" Carbon Steel Wok-11Pcs Woks & Stir Fry Pans Wok Pan with Lid, No Chemical Coated Chinese Wok with 10 Cookware Accessories, Flat Bottom Wok for Electric, Induction,Gas Stoves", "asin": "B09378YBDC", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok, Stir Fry Pan, Wooden Handle, 11 Inch, Lightweight Cast Iron, chef\u2019s pan, pre-seasoned nonstick, for Chinese Japanese and other cooking", "asin": "B0B99G4W6Q", "price": "$20.00", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Cuisinart 14-Inch Stir-Fry Pan, Helper Handle and Glass Cover, Chef's Classic Stainless Steel, 726-38H", "asin": "B000ND3GQY", "price": "$40.46", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Oster Sangerfield 14 Inch Stainless Steel Wok w/ Wood Handles", "asin": "B0CRWM1JG3", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, May 4 Only 12 left in stock (more on the way)."},
{"title": "Carbon Steel Wok Pan, 9.5\" Authentic Chinese Stir-Fry Pans Set with Glass Lid, 1.65lb Lightweight Flat Bottom Small Wok for 1-2 Servings", "asin": "B0DP6MJ7ZM", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "JOYCE CHEN Classic Series 14-Inch Carbon Steel Wok with Birch Handles", "asin": "B002AQSWMU", "price": "$32.89", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Pan 12.5\", Woks and Stir Fry Pans with lid, Carbon Steel Wok with Cookware Accessories, Flat Bottom Suits for all Stoves", "asin": "B088PX1TJQ", "price": "$32.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok Pan, Wok Pan with Handle, Traditional Woks (13 inch)", "asin": "B0D6NDK32K", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok Traditional Hand Hammered - 13.4\" Chinese Woks Round Bottom Wok Pan Set with 8 Pcs Cookware Accessories", "asin": "B09NYDPCNY", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok - Including Glass Cover and Steel Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves", "asin": "B0DSG32TWY", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "T-fal Ultimate Hard Anodized Nonstick Wok 14 Inch, Oven Broiler Safe 350F, Non Stick Stir-Fry Pan, Cookware, Pots and Pans, Kitchen, Versatile Deep Frying, Saut\u00e9, Braise, Stew, Dishwasher Safe, Black", "asin": "B07ZWRZBMG", "price": "$57.00", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "AOSION 13'' Nonstick Wok, Woks & Stir-Fry Pans Non Stick Wok with Lid and Steamer Basket Spatula Ladle, 100% PFOA Free Induction Wok Pan for Electric, Gas, Halogen, All Stoves", "asin": "B0D7M8SYLL", "price": "$38.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Calphalon Signature Hard-Anodized Nonstick 12-Inch Flat-Bottom Wok with Cover", "asin": "B015Q9HM78", "price": "$76.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Frying Pan with Lid Skillet Nonstick 10 inch Wok Pan Woks and Stir Fry Pans for Electric,Induction and Gas Stoves", "asin": "B09TK52X4V", "price": "$36.79", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Imusa USA Inch, Red PAN-10046 12\" Nonstick Carbon Steel Wok, Handle", "asin": "B01HNM18JY", "price": "$16.97", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "12.5\u201d Woks & Stir-Fry Pans with Lid Steamer, Nonstick Ceramic Wok Pan with Lid, Deep Large Induction Hard Anodized Frying Wok, Carbon Steel Wok Set Flat Bottom, Large Saute Pan Set", "asin": "B0D6NJHYKC", "price": "$38.95", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Nonstick Wok with Lid, 12 Inch Woks & Stir-fry Pans, Granite Stone Coating for Cooking, Induction Cookware, Compatible with All Stovetops, PFOA Free", "asin": "B0C9CHBFZ8", "price": "$36.54", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Babish Carbon Steel Flat Bottom Wok and Stir Fry Pan, 14-Inch", "asin": "B09GRXQGRN", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "OVENTE Electric Wok with Nonstick Coating, 13 Inch Family-Sized Skillet, 1400W Power, Adjustable Temperature, Tempered Glass Lid, Cool Touch Handles and Easy to Clean Frying Surface, Black SK3113B", "asin": "B077TDQYK8", "price": "$30.11", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "TECHEF - CeraTerra 12\" Ceramic Nonstick Flat Bottom Wok/Stir-Fry Pan - PFOA, PTFE, PFAS Free, Dishwasher and Oven Safe, Made in Korea (12-in)", "asin": "B07DR8FV7Z", "price": "$42.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok, 13 Inch Hybrid Woks & Stir-fry Pans Nonstick, Non Toxic Stainless Steel Wok Pan with Lid, Dishwasher Induction Oven Broiler Safe, PFOA Free Cookware Non Stick", "asin": "B0DQXRS7RQ", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "JOYCE CHEN Classic Series 14-Inch Ceramic Nonstick Carbon Steel Wok", "asin": "B0DWH7FJ47", "price": "$59.95", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "YOSUKATA Carbon Steel Wok Pan \u2013 13,5 \u201c Stir Fry Pans with Flat Bottom - Pow Wok - Traditional Japanese Chinese Cookware for Induction Electric Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping", "asin": "B084DQYNNM", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "HexClad Hybrid Nonstick 12-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops", "asin": "B07W99LJBZ", "price": "$118.15", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Craft Wok Flat Hand Hammered Carbon Steel Pow Wok with Wooden and Steel Helper Handle (14 Inch, Flat Bottom) / 731W316", "asin": "B0922Y11HX", "price": "$65.75", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "KitchenAid 5-Ply Clad Polished Stainless Steel Wok,15 Inch", "asin": "B08GF5SLBX", "price": "$103.99", "delivery": "FREE delivery May 8 - 9 for Prime members"},
{"title": "GreenPan Chatham Tri-Ply Stainless Steel Healthy Ceramic Nonstick 11\" Wok Pan, PFAS-Free, Multi Clad, Induction, Dishwasher Safe, Oven Safe, Silver", "asin": "B09HDXCC6N", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, May 5"},
{"title": "GreenPan Carbon Steel Wok 14\u201d, Flat Bottom, Durable Stir-Fry Pan, Pre-Seasoned Nonstick Patina, High Heat Retention, Induction, Ash Wood Handle, Kyoto, Black", "asin": "B0DQ23W31S", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "GreenPan Reserve Hard Anodized Healthy Ceramic Nonstick, 11\" Wok Pan, Gold Handle, PFAS-Free, Dishwasher & Oven Safe, Black", "asin": "B0BRNX52C5", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "LOLYKITCH New Hybird 12 Inch Tri-Ply Stainless Steel Wok Pan with Lid,Ceramic Nonstick Coating Stir Frying Pan,Induction Cooking Pan,Dishwasher and Oven Safe", "asin": "B0DCBS9DPW", "price": "$45.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Rachael Ray Cucina Hard Anodized Nonstick Wok Pan with Lid, 11-Inch Covered Stir Fry, Gray with Blue Handles", "asin": "B00MVX3PMO", "price": "$54.95", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "GreenPan Lima Hard Anodized Healthy Ceramic Nonstick 12.5\" Wok pan with Helper Handle, PFAS-Free, Oven Safe, Gray", "asin": "B00AIKX7K2", "price": "$51.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Lodge Pre-Seasoned Cast Iron WOK - Dual Assist Handle - Use in the Oven, on the Stove, or on the Grill - 14 Inch", "asin": "B09VJ779W4", "price": "$49.90", "delivery": "FREE delivery Tue, May 6"},
{"title": "Cooks Standard Nonstick Stir-Fry Wok Pan 11-Inch, Hard Anodized Deep Frying Pan with Glass Lid, Flat Bottom, Black", "asin": "B07DK2SPS7", "price": "$42.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Bruntmor 14 Inch Blue Enameled Cast Iron Wok/Pot Nonstick Skillet Pan with Large Loop Handles for Versatile Cooking - Oven Safe & Electric Stovetop Compatible - Indoor and Outdoor Culinary Essential", "asin": "B07K428H3W", "price": "$42.99", "delivery": " One-Day FREE delivery Tomorrow, May 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": "2025-05-03T08:23:42.626Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:23:42.626Z
|
click
|
search
|
rule
|
2025-05-03T08:23:42.626Z
|
click
|
search
|
train
| 432 |
2025-05-03T08:23:42.626Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wok pspatula"}],
"cart_items": [{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"promotion_items": [{"title": "HexClad Hybrid Nonstick 10-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops", "asin": "B0B991217N", "price": "$101.00", "quantity": ""},
{"title": "Carbon Steel Wok - Including Glass Cover and Silicone Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves", "asin": "B0CJJH7JDX", "price": "$39.99", "quantity": ""},
{"title": "YOSUKATA Carbon Steel Woks and Stir Fry Pans 14 in with Round Bottom - Traditional Chinese Japanese Pow Wok - Black Steel Pan", "asin": "B07VJ5LGJ9", "price": "$61.99", "quantity": ""},
{"title": "Carbon Steel Wok -13 Inch Woks & Stir-fry Pans Nonstick, Wok Pan with Lid Spatula and Dish Brush: Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas, All Stoves", "asin": "B0CWS6XHJJ", "price": "$33.99", "quantity": ""},
{"title": "Ceramic Wok Pan, 12 Inch Nonstick Wok with Lid, Healthy Non Toxic Woks & Stir-fry Pans for Cooking, Induction Cookware, PFOA & PFAS Free", "asin": "B0DGFYXDPL", "price": "$42.39", "quantity": ""},
{"title": "shuoguoleilei Chinese Hand Hammered Iron Woks Set, Non-stick No Coating Preseasoned Wok Blue Round Bottom Wok Pan For Electric, Induction and Gas Stoves \uff08Blue Black-14\uff09", "asin": "B0B45Z7C68", "price": "$115.90", "quantity": ""},
{"title": "YOSUKATA Carbon Steel Wok Pan \u2013 13,5 \u201c Stir Fry Pans with Flat Bottom - Pow Wok - Traditional Japanese Chinese Cookware for Induction Electric Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping", "asin": "B084DQYNNM", "price": "$59.99", "quantity": ""},
{"title": "YOSUKATA Flat Bottom Woks and Stir Fry Pans- 13.5\" - Preseasoned Blue Carbon Steel Wok - Traditional Japanese Chinese Pan for Electric Induction Ceramic Gas Cooktops and Open Fire - Grill BBQ Camping", "asin": "B08HMXMG2H", "price": "$89.99", "quantity": ""},
{"title": "YOSUKATA Carbon Steel Woks and Stir Fry Pans 14 in with Round Bottom - Traditional Chinese Japanese Pow Wok - Black Steel Pan", "asin": "B07VJ5LGJ9", "price": "$61.99", "quantity": ""},
{"title": "WANGYUANJI Iron Wok, 14.17\u2019\u2019 Traditional Round-Bottom Wok, Chef\u2019s Professional Stir-Fry Pan with Wooden Handle, Chemical-Free Iron Wok for Gas Stoves and Round-Bottom Induction Stovetop", "asin": "B0DC37JCMX", "price": "$69.99", "quantity": ""}],
"ads": [{"title": "DOTCLAD Wok pan,Hybrid 12 inch Wok with Lid, PFOA Free Cookware,non stick Stainless Steel Woks & Stir-fry pans Nonstick, Dishwasher and Oven Safe, Works on Induction", "asin": "B0CT3LCTF6"}],
"search_results": [{"title": "Carbon Steel Wok Pan - 13\" Wok Pan with Lid, Woks & Stir-Fry Pans Nonstick with Spatula & Brush, Chinese Wok Flat Bottom Wok for Induction, Electric, Gas, All Stoves", "asin": "B0DK2VHRB2", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok - Including Glass Cover and Silicone Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves", "asin": "B0CJJH7JDX", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Town Food Service 20 Inch Steel Cantonese Style Wok", "asin": "B001BSOX58", "price": "$43.98", "delivery": "FREE delivery Mon, May 12 Only 19 left in stock - order soon."},
{"title": "Carbon Steel Wok Pan, 9.5 \u201c Woks & Stir-Fry Pans with Wooden Lid Cookwares, Nonstick Wok, No Chemical Coated Flat Bottom Hand Hammered Chinese Wok For for Electric, Induction,Gas Stoves", "asin": "B0D3DHBBGL", "price": "$29.99", "delivery": "FREE delivery Tue, May 6"},
{"title": "Carbon Steel Wok - Including Glass Cover and Steel Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves", "asin": "B0DSG32TWY", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok Pan - 13\" Wok Pan with Lid, Woks & Stir-Fry Pans Nonstick with Spatula & Brush, Chinese Wok Flat Bottom Wok for Induction, Electric, Gas, All Stoves", "asin": "B0DK2VHRB2", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok - Including Glass Cover and Silicone Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves", "asin": "B0CJJH7JDX", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "CAROTE Non Stick Wok with Lid 12''/5.3QT Woks & Stir-fry Pans Nonstick Granite Wok Pan Induction Cookware Deep Frying Pan, Compatible with All Stovetops", "asin": "B0DSF6FR91", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Nonstick Wok with Lid, 13 Inch Woks & Stir Fry Pans Nonstick, Carbon Steel Wok for Cooking, Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas Stoves", "asin": "B0DGG62FYP", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok For Electric, Induction and Gas Stoves (Lid, Spatula and User Guide Video Included)", "asin": "B07RJ39JVL", "price": "$35.14", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok Pan, 14 Piece Woks & Stir-Fry Pans Set with Wooden Lid Cookwares, No Chemical Coated Flat Bottom Chinese Pan for Induction, Electric, Gas, Halogen All Stoves - 12.6''", "asin": "B09CG2JG5N", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "shuoguoleilei Chinese Hand Hammered Iron Woks Set, Non-Stick No Coating Preseasoned Wok Blue Round Bottom Wok Pan for Electric, Induction and Gas Stoves \uff08Blue Black-12\uff09", "asin": "B0BCDZC3MN", "price": "$119.90", "delivery": " Two-Day FREE delivery Mon, May 5 Only 19 left in stock - order soon."},
{"title": "KOHAS Prime Titanium Stone Coating Wok Pan, Black (11.8\")", "asin": "B0D9ZLVQGB", "price": "$29.99", "delivery": "FREE delivery May 9 - 15 Or fastest delivery Wed, May 7 Only 9 left in stock - order soon."},
{"title": "Wok Pan with Lid - 13\" Nonstick Wok, Carbon Steel Woks & Stir-Fry Pans with Cookwares, Flat Bottom Chinese wok for Electric, Induction and Gas Stoves", "asin": "B0BLP5KQVD", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok Pan, 5 Piece Authentic Chinese Wok & Stir-Fry Pans Set with Wooden Lid, No Chemical Coated Flat Bottom Chinese Woks Pan for All Stoves-13\u201c", "asin": "B098X3GJJS", "price": "$32.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok Pan - 12.9\" Woks & Stir-Fry Pans Nonstick with Spatula: Flat Bottom Wok for Electric, Induction and Gas Stoves", "asin": "B0DSFPYD9K", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok Pan, 5 Piece Authentic Chinese Wok & Stir-Fry Pans Set with Wooden Lid, No Chemical Coated Flat Bottom Chinese Woks Pan for All Stoves-13\u201c", "asin": "B098X3GJJS", "price": "$32.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "delivery": "Currently unavailable."},
{"title": "Wok, 13 Inch carbon steel woks & stir-fry pans nonstick, Pre-Seasoned 5.8QT Flat Bottom Chinese Wok Pan with lid, Carbon Steel Cookware, Compatible with All Cooktops", "asin": "B0DR949W42", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok Traditional Hand Hammered - 13.4\" Chinese Woks Round Bottom Wok Pan Set with 8 Pcs Cookware Accessories", "asin": "B09NYDPCNY", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Pan with Glass Lid and Wooden spatula - 12.6\" Carbon Steel Stir Fry Pan with Flat Bottom and Wooden Handle", "asin": "B0DKXGHLTX", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok Pan - 12.9\" Woks & Stir-Fry Pans Nonstick with Spatula: Flat Bottom Wok for Electric, Induction and Gas Stoves", "asin": "B0DSFPYD9K", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok Pan, 14 Piece Woks & Stir-Fry Pans Set with Wooden Lid Cookwares, No Chemical Coated Flat Bottom Chinese Pan for Induction, Electric, Gas, Halogen All Stoves - 12.6''", "asin": "B09CG2JG5N", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok -13 Inch Woks & Stir-fry Pans Nonstick, Wok Pan with Lid Spatula and Dish Brush: Pre-Seasoned Flat Bottom Chinese Wok for Induction, Electric, Gas, All Stoves", "asin": "B0CWS6XHJJ", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok pan,Hybrid 12 inch Wok with Lid, PFOA Free Cookware,non stick Stainless Steel Woks & Stir-fry pans Nonstick, Dishwasher and Oven Safe, Works on Induction", "asin": "B0CT3LCTF6", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "12.8\" Carbon Steel Wok-11Pcs Woks & Stir Fry Pans Wok Pan with Lid, No Chemical Coated Chinese Wok with 10 Cookware Accessories, Flat Bottom Wok for Electric, Induction,Gas Stoves", "asin": "B09378YBDC", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Pan with Lid - 13\" Nonstick Wok, Carbon Steel Woks & Stir-Fry Pans with Cookwares, Flat Bottom Chinese wok for Electric, Induction and Gas Stoves", "asin": "B0BLP5KQVD", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "12.8\" Carbon Steel Wok-11Pcs Woks & Stir Fry Pans Wok Pan with Lid, No Chemical Coated Chinese Wok with 10 Cookware Accessories, Flat Bottom Wok for Electric, Induction,Gas Stoves", "asin": "B09378YBDC", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok, Stir Fry Pan, Wooden Handle, 11 Inch, Lightweight Cast Iron, chef\u2019s pan, pre-seasoned nonstick, for Chinese Japanese and other cooking", "asin": "B0B99G4W6Q", "price": "$20.00", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Cuisinart 14-Inch Stir-Fry Pan, Helper Handle and Glass Cover, Chef's Classic Stainless Steel, 726-38H", "asin": "B000ND3GQY", "price": "$40.46", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Oster Sangerfield 14 Inch Stainless Steel Wok w/ Wood Handles", "asin": "B0CRWM1JG3", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, May 4 Only 12 left in stock (more on the way)."},
{"title": "Carbon Steel Wok Pan, 9.5\" Authentic Chinese Stir-Fry Pans Set with Glass Lid, 1.65lb Lightweight Flat Bottom Small Wok for 1-2 Servings", "asin": "B0DP6MJ7ZM", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "JOYCE CHEN Classic Series 14-Inch Carbon Steel Wok with Birch Handles", "asin": "B002AQSWMU", "price": "$32.89", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Pan 12.5\", Woks and Stir Fry Pans with lid, Carbon Steel Wok with Cookware Accessories, Flat Bottom Suits for all Stoves", "asin": "B088PX1TJQ", "price": "$32.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Carbon Steel Wok Pan, Wok Pan with Handle, Traditional Woks (13 inch)", "asin": "B0D6NDK32K", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok Traditional Hand Hammered - 13.4\" Chinese Woks Round Bottom Wok Pan Set with 8 Pcs Cookware Accessories", "asin": "B09NYDPCNY", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Carbon Steel Wok - Including Glass Cover and Steel Spatula, 13-Inch Woks & Stir-Fry Pans for Induction, Electric, Gas Stoves", "asin": "B0DSG32TWY", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "T-fal Ultimate Hard Anodized Nonstick Wok 14 Inch, Oven Broiler Safe 350F, Non Stick Stir-Fry Pan, Cookware, Pots and Pans, Kitchen, Versatile Deep Frying, Saut\u00e9, Braise, Stew, Dishwasher Safe, Black", "asin": "B07ZWRZBMG", "price": "$57.00", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "AOSION 13'' Nonstick Wok, Woks & Stir-Fry Pans Non Stick Wok with Lid and Steamer Basket Spatula Ladle, 100% PFOA Free Induction Wok Pan for Electric, Gas, Halogen, All Stoves", "asin": "B0D7M8SYLL", "price": "$38.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Calphalon Signature Hard-Anodized Nonstick 12-Inch Flat-Bottom Wok with Cover", "asin": "B015Q9HM78", "price": "$76.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Frying Pan with Lid Skillet Nonstick 10 inch Wok Pan Woks and Stir Fry Pans for Electric,Induction and Gas Stoves", "asin": "B09TK52X4V", "price": "$36.79", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Imusa USA Inch, Red PAN-10046 12\" Nonstick Carbon Steel Wok, Handle", "asin": "B01HNM18JY", "price": "$16.97", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "12.5\u201d Woks & Stir-Fry Pans with Lid Steamer, Nonstick Ceramic Wok Pan with Lid, Deep Large Induction Hard Anodized Frying Wok, Carbon Steel Wok Set Flat Bottom, Large Saute Pan Set", "asin": "B0D6NJHYKC", "price": "$38.95", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Nonstick Wok with Lid, 12 Inch Woks & Stir-fry Pans, Granite Stone Coating for Cooking, Induction Cookware, Compatible with All Stovetops, PFOA Free", "asin": "B0C9CHBFZ8", "price": "$36.54", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Babish Carbon Steel Flat Bottom Wok and Stir Fry Pan, 14-Inch", "asin": "B09GRXQGRN", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "OVENTE Electric Wok with Nonstick Coating, 13 Inch Family-Sized Skillet, 1400W Power, Adjustable Temperature, Tempered Glass Lid, Cool Touch Handles and Easy to Clean Frying Surface, Black SK3113B", "asin": "B077TDQYK8", "price": "$30.11", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "TECHEF - CeraTerra 12\" Ceramic Nonstick Flat Bottom Wok/Stir-Fry Pan - PFOA, PTFE, PFAS Free, Dishwasher and Oven Safe, Made in Korea (12-in)", "asin": "B07DR8FV7Z", "price": "$42.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok, 13 Inch Hybrid Woks & Stir-fry Pans Nonstick, Non Toxic Stainless Steel Wok Pan with Lid, Dishwasher Induction Oven Broiler Safe, PFOA Free Cookware Non Stick", "asin": "B0DQXRS7RQ", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "JOYCE CHEN Classic Series 14-Inch Ceramic Nonstick Carbon Steel Wok", "asin": "B0DWH7FJ47", "price": "$59.95", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "YOSUKATA Carbon Steel Wok Pan \u2013 13,5 \u201c Stir Fry Pans with Flat Bottom - Pow Wok - Traditional Japanese Chinese Cookware for Induction Electric Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping", "asin": "B084DQYNNM", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "HexClad Hybrid Nonstick 12-Inch Wok, Stay-Cool Handle, Dishwasher-Friendly, Oven-Safe Up to 900\u00b0F, Induction-Ready, Compatible with All Cooktops", "asin": "B07W99LJBZ", "price": "$118.15", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Craft Wok Flat Hand Hammered Carbon Steel Pow Wok with Wooden and Steel Helper Handle (14 Inch, Flat Bottom) / 731W316", "asin": "B0922Y11HX", "price": "$65.75", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "KitchenAid 5-Ply Clad Polished Stainless Steel Wok,15 Inch", "asin": "B08GF5SLBX", "price": "$103.99", "delivery": "FREE delivery May 8 - 9 for Prime members"},
{"title": "GreenPan Chatham Tri-Ply Stainless Steel Healthy Ceramic Nonstick 11\" Wok Pan, PFAS-Free, Multi Clad, Induction, Dishwasher Safe, Oven Safe, Silver", "asin": "B09HDXCC6N", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, May 5"},
{"title": "GreenPan Carbon Steel Wok 14\u201d, Flat Bottom, Durable Stir-Fry Pan, Pre-Seasoned Nonstick Patina, High Heat Retention, Induction, Ash Wood Handle, Kyoto, Black", "asin": "B0DQ23W31S", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "GreenPan Reserve Hard Anodized Healthy Ceramic Nonstick, 11\" Wok Pan, Gold Handle, PFAS-Free, Dishwasher & Oven Safe, Black", "asin": "B0BRNX52C5", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "LOLYKITCH New Hybird 12 Inch Tri-Ply Stainless Steel Wok Pan with Lid,Ceramic Nonstick Coating Stir Frying Pan,Induction Cooking Pan,Dishwasher and Oven Safe", "asin": "B0DCBS9DPW", "price": "$45.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Rachael Ray Cucina Hard Anodized Nonstick Wok Pan with Lid, 11-Inch Covered Stir Fry, Gray with Blue Handles", "asin": "B00MVX3PMO", "price": "$54.95", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "GreenPan Lima Hard Anodized Healthy Ceramic Nonstick 12.5\" Wok pan with Helper Handle, PFAS-Free, Oven Safe, Gray", "asin": "B00AIKX7K2", "price": "$51.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Lodge Pre-Seasoned Cast Iron WOK - Dual Assist Handle - Use in the Oven, on the Stove, or on the Grill - 14 Inch", "asin": "B09VJ779W4", "price": "$49.90", "delivery": "FREE delivery Tue, May 6"},
{"title": "Cooks Standard Nonstick Stir-Fry Wok Pan 11-Inch, Hard Anodized Deep Frying Pan with Glass Lid, Flat Bottom, Black", "asin": "B07DK2SPS7", "price": "$42.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Bruntmor 14 Inch Blue Enameled Cast Iron Wok/Pot Nonstick Skillet Pan with Large Loop Handles for Versatile Cooking - Oven Safe & Electric Stovetop Compatible - Indoor and Outdoor Culinary Essential", "asin": "B07K428H3W", "price": "$42.99", "delivery": " One-Day FREE delivery Tomorrow, May 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": "2025-05-03T08:23:42.626Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"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\": \"wok spatula\"}],\n\"cart_items\": [{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"promotion_items\": [{\"title\": \"Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch\", \"asin\": \"B07KVH87K7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH 2 Pack Spatulas, Solid & Slotted Silicone Spatula Set, Stainless Steel Coated with Silicone, Non Stick Turners, Heat Resistant Rubber Spatulas for Fish, Eggs, Pancakes, Wok, Black\", \"asin\": \"B0DQSCF8ND\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Stainless Steel Khaki)\", \"asin\": \"B0BXP37T7R\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"2 Pack Spatulas, Solid & Slotted Silicone Spatula Set, Stainless Steel Handle Coated with Silicone, Non Stick Turners, Heat Resistant Rubber Spatulas for Fish, Eggs, Pancakes, WOK, Black\", \"asin\": \"B0BB14XB4K\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch\", \"asin\": \"B07KVH87K7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Spatula & Ladle Wok Tool Set, 14.2-15 inches Wok Utensils, Stainless Steel Wok Spatula\", \"asin\": \"B0834XFJF6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Wok Spatula and Ladle Tool Set, 17inches Spatula for Wok, 304 Stainless Steel Spatula Soup Ladle\", \"asin\": \"B08BZHN6JD\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Stainless Steel Wok Spatula,Ladle,Skimmer Ladle Tool Set,Mirror Polished Cooking Utensils with Wooden Handle,Easy to Clean Wok Accessories,Black 3 PCS\", \"asin\": \"B0DQSB1SLB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Stainless Steel Cooking Utensils BPA Free Kitchen Utensils Cookware, Pack of 4,Black\", \"asin\": \"B0DNB3PB3P\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"YOSUKATA 17\\u2019\\u2019 Wok Spatula and Ladle - Set of 2 Heat-Resistant Wok Tools - Universal Wok Ladle and Spatula - High-Grade Stainless Steel Cooking Utensils and Wok Accessories - Solid Wok Utensils\", \"asin\": \"B09828T6TN\"},\n{\"title\": \"YOSUKATA Wok Lid 12.8 Inch - Premium Stainless Wok Cover with Tempered Glass Insert Steam Holes and Ergonomic Handle - Durable Wok Accessories - Dishwasher-Safe Lid for 13.5-In Wok for Asian Cooking\", \"asin\": \"B09XJ6XG3Y\"},\n{\"title\": \"YOSUKATA Wok Lid 13.6 Inch - Premium Stainless Griddle Dome with Tempered Glass Insert Steam Holes - Dishwasher-Safe Round Wok Cover for 14\\\" Wok - Chees Melting Dome for Griddle - Grill Basting Cover\", \"asin\": \"B09CDXNVTZ\"}],\n\"search_results\": [{\"title\": \"FJNATINH Wok Spatula 15 inches Spatulas for Wok, Stainless Steel Metal Wok Spatulas for Kitchen Use Cooking Utensils Spatula for Cooking Cast Iron\", \"asin\": \"B08DNYQ7K3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch\", \"asin\": \"B07KVH87K7\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"FJNATINH Wok Spatula and Ladle Tool Set, 17inches Spatula for Wok, 304 Stainless Steel Spatula Soup Ladle\", \"asin\": \"B08BZHN6JD\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"FJNATINH Stainless Steel Wok Spatula,Ladle,Skimmer Ladle Tool Set,Mirror Polished Cooking Utensils with Wooden Handle,Easy to Clean Wok Accessories,Black 3 PCS\", \"asin\": \"B0DQSB1SLB\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Zulay Kitchen Stainless Steel Metal Wok Spatula - Durable Wok Turner Spatula Shovel - Durable Utensil with Ergonomic, Easy to Use Handle - Easy to Clean, Perfect for at Home Cooks & Chefs - 14.8\\u201d\", \"asin\": \"B084JLM61C\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Wok Spatula, Stainless Steel Spatula with Wooden Handle, Heavy Duty Metal Spatulas for Kitchen Use, Small Spatula for Detailed Work, Kitchen Spatulas Set for High-Heat Cooking, 1 PCS\", \"asin\": \"B0DCFK2GQ6\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking\", \"asin\": \"B0CX91WYV2\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Zulay Kitchen Stainless Steel Metal Wok Spatula - Durable Wok Turner Spatula Shovel - Durable Utensil with Ergonomic, Easy to Use Handle - Easy to Clean, Perfect for at Home Cooks & Chefs - 14.8\\u201d\", \"asin\": \"B084JLM61C\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch\", \"asin\": \"B07KVH87K7\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Berglander Wok Spatula Set, Stainless Steel Kitchen Cooking Utensils - 17\\\" Wok Tools: Spatula, Ladle, Skimmer\", \"asin\": \"B0DLKDS79M\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"14 Inch Large Stainless Steel Spatula Wok Spatula for Cooking Cast Iron Spatula Metal Turner Serving Spatulas Flat Long Handle Kitchen Spatula Big Wok Utensils Tools\", \"asin\": \"B0D12T23BL\", \"price\": \"$7.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4 Only 4 left in stock - order soon.\"},\n{\"title\": \"HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking\", \"asin\": \"B0CX91WYV2\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Wok Spatula & Ladle Tool Set, AOOSY 18/10 Stainless Steel Cooking Utensils, Wooden Handle Wok Utensils Soup Ladle 15 inches Set of 2\", \"asin\": \"B0C5QTYWP9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Silicone Spatula Heat-Resistant Baking Flexible Non-Scratch Scraper for Mixing, Flipping,Cookies Dough (red)\", \"asin\": \"B0F1S3R4GN\", \"price\": \"$11.39\", \"delivery\": \"FREE delivery Tue, May 6\"},\n{\"title\": \"STAUB Wok Spatula, Perfect for Scooping, Flipping, Stirring, and Turning Stir Fries, One Size, Durable BPA-free Matte Black Silicone, Acacia Wood Handles, Safe for Nonstick Cooking Surfaces\", \"asin\": \"B07W4DY5CF\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"FJNATINH Spatula & Ladle Wok Tool Set, 14.2-15 inches Wok Utensils, Stainless Steel Wok Spatula\", \"asin\": \"B0834XFJF6\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Pleafind 4-Pcs Cooking Utensils Set, Stainless Steel Kitchen Utensils, Wok Utensils Set Include Wok Ladle, Slotted Spoon, Wok Spatula and Slotted Spatula, Dishwasher Safe\", \"asin\": \"B0BZ878KWH\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"YOSUKATA 17\\u2019\\u2019 Wok Spatula and Ladle - Set of 2 Heat-Resistant Wok Tools - Universal Wok Ladle and Spatula - High-Grade Stainless Steel Cooking Utensils and Wok Accessories - Solid Wok Utensils\", \"asin\": \"B09828T6TN\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Red)\", \"asin\": \"B07MPW4J4K\", \"price\": \"$12.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Pleafind 4-Pcs Cooking Utensils Set, Stainless Steel Kitchen Utensils, Wok Utensils Set Include Wok Ladle, Slotted Spoon, Wok Spatula and Slotted Spatula, Dishwasher Safe\", \"asin\": \"B0BZ878KWH\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Machika Skimmer with Wooden Handle | Wok Spatula for Cooking | Metal Spatula for Burgers and Vegetables, Rice Spatula for Paella | Stainless Steel - 19.6 inch |\", \"asin\": \"B0B94JK4GZ\", \"price\": \"$22.49\", \"delivery\": \"FREE delivery Wed, May 7 Only 10 left in stock - order soon.\"},\n{\"title\": \"4PCS Cooking Utensils Set, OHOLA Stainless Steel Metal Kitchen Cooking Utensils Set, Include Wok Ladle, Slotted Spoon, Wok Spatula and Slotted Spatula, Dishwasher Safe\", \"asin\": \"B0DM1KYTC5\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"FJNATINH Wooden Spatula with Long Handle for Cooking Kitchen Cookware\", \"asin\": \"B08CSHNHVT\", \"price\": \"$10.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"TableCraft Wok Spatula with Bamboo Handle, 14.5-Inch, Stainless Steel\", \"asin\": \"B003HU40II\", \"price\": \"$12.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black)\", \"asin\": \"B07MPY2JFJ\", \"price\": \"$12.59\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use\", \"asin\": \"B089VY152X\", \"price\": \"$11.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"FJNATINH Wooden Spatula with Long Handle for Cooking Kitchen Cookware\", \"asin\": \"B08CSHNHVT\", \"price\": \"$10.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"14 Inch Large Stainless Steel Spatula Wok Spatula for Cooking Cast Iron Spatula Metal Turner Serving Spatulas Flat Long Handle Kitchen Spatula Big Wok Utensils Tools\", \"asin\": \"B0D12T23BL\", \"price\": \"$7.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4 Only 4 left in stock - order soon.\"},\n{\"title\": \"Honglida Premium Silicone Wok Turner BPA Free 600\\u00baF Spatula Stainless Steel Handle 14-1/5 Inch for Non Stick Cookware (Black)\", \"asin\": \"B07KC74M61\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Cuisinart Set of 2 Wok Tools (Turner, Skimmer)\", \"asin\": \"B0DGB4VXM3\", \"price\": \"$21.61\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"FJNATINH Wok Spatula and Ladle,Skimmer Ladle Tool Set, 17inches Spatula for Wok, 304 Stainless Steel Cooking Utensils\", \"asin\": \"B08CZC7HHV\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"STAUB Multifunction Spatula Spoon, Great for Both Cooking and Serving Durable BPA-Free Matte Black Silicone, Acacia Wood Handles, Safe for Nonstick Cooking Surfaces\", \"asin\": \"B07W7LZ69P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Cobee 2 Wooden Spatulas, 13 Inch Long Handle Turner for Wok, Pan & Tableware\", \"asin\": \"B0DCTN3RMM\", \"price\": \"$5.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Wok Spatula, Silicone Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Scooping, Flipping, Stirring, Durable BPA-free Nonstick Cooking, 13.2Inch\", \"asin\": \"B0CH9X2ZCL\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Mon, May 5\"},\n{\"title\": \"TableCraft Bamboo Handle Wok Spatula, 14.5-Inch\", \"asin\": \"B00KD6MKMC\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items Only 18 left in stock - order soon.\"},\n{\"title\": \"Silicone Wok Turner, Heat Resistant Solid Silicone Stir Fry Spatula for Non Stick Cookware (Black)\", \"asin\": \"B07MT44DT7\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\\\"-15\\\"\", \"asin\": \"B0D94443JQ\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Helen\\u2019s Asian Kitchen Bamboo Stir Fry Spatula and Cooking Utensil, 13-Inch\", \"asin\": \"B000UF0L0E\", \"price\": \"$6.01\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Stainless Steel Wok Spatula, Wok Utensils for Carbon Steel, Wok Tools Professional Set, 3-Pieces 304 Stainless Steel Cooking Utensils All Metal\", \"asin\": \"B0BWRQ4JRH\", \"price\": \"$22.94\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"6 Pieces Cooking Utensils - Spatula and ladle Set with Wood Handle, Wok Utensils Tools - Wok Accessories Cookware Set\", \"asin\": \"B0DXVHHT23\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"2PCS Wooden Spatula for Non-Stick Cookware, 12.8 Inches Large Wooden Wok Spatulas, Long Handle Flat Frying Inclined Spatula, Long Handle Flat Frying Spatulas\", \"asin\": \"B0DRP8SB8L\", \"price\": \"$4.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Wooden Spatula Nonstick Turner Acacia Wood, Long Handle Flat Frying Spatulas Handmade for Kitchen Gifts, Ideal Cookware Utensils for Cooking Eggs, Fish, Pancakes\", \"asin\": \"B0CND6C7SR\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula\", \"asin\": \"B088TDLGWM\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"FJNATINH Stainless Steel Wok Spatula,Ladle,Skimmer Ladle Tool Set,Mirror Polished Cooking Utensils with Wooden Handle,Easy to Clean Wok Accessories,Black 3 PCS\", \"asin\": \"B0DQSB1SLB\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Sunrise Kitchen Supply Commercial Grade Wok Spatula (Shovel 15.50\\\" (#3))\", \"asin\": \"B01LVTZ3UJ\", \"price\": \"$13.15\", \"delivery\": \" Two-Day FREE delivery Mon, May 5\"},\n{\"title\": \"FAAY 15 Inches Wok Spatula, Long Handle Stir fry Paddle, Turner, Handcrafted from High Moist Resistance Teak Wood for Non Stick Cookware\", \"asin\": \"B074YJ3RXF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Utoolmart Silicone Wok Spatula - Non-Stick Heat Resistant Flexible Rubber Baking Spatula, Cooking Utensil for Stir-Fry, Black\", \"asin\": \"B083FDS2PC\", \"price\": \"$7.59\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"17\\u201d Wok Spatula and Ladle - 304 Stainless Steel Wok Tools Set, 2-Pieces Extra Long Handle Cooking Tools, All Metal Wok Utensils and Wok Accessories for Cast Iron/Carbon Steel Wok\", \"asin\": \"B09J975RH1\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"2PCS Wooden Spatula for Non-Stick Cookware, Large Wooden Wok Spatulas, Long Handle Flat Frying Inclined Spatulas\", \"asin\": \"B0DRP93W5B\", \"price\": \"$4.49\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items Only 12 left in stock - order soon.\"},\n{\"title\": \"OXO Good Grips Stainless Steel Spider Scoop & Strain Skimmer,Black\", \"asin\": \"B09WG1KKHP\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware (Black Stainless Steel-3PCS)\", \"asin\": \"B0DLSW7L23\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"3-Piece Wok Tool Set\", \"asin\": \"B0D1L9KLL8\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Spatula, 17.13 Inch Length x 3.78 Width Stainless Steel Spatulas Kitchen Utensils for Kitchen Use\", \"asin\": \"B0DQ3T1S5Y\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"15 inch Large Spatula Slotted Turner Soup Ladle 304 Stainless Steel Wok Spatula Set Slotted Spoon for Cooking Utensils Set Long Wooden Handle Ladles Kitchen Metal Spatula Cooking Spoons\", \"asin\": \"B09P8KMJV7\", \"price\": \"$17.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Traditional Hand Made spatula & Ladle Wok Tool Set,Chinese Iron Ladle & spatula,15.8in inches wok utensils\", \"asin\": \"B09VG9DTQ4\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Wooden Spatula,Premium Beech Wood Spatula with Long Handle, Non-Stick Flat Frying & Wok Turner for Kitchen Cookware - Handmade Kitchen Essentials for Cooking\", \"asin\": \"B0DHH3LPLD\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Joyce Chen Burnished Bamboo Wok Spatula, 15-Inch\", \"asin\": \"B0000VLQDE\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"FJNATINH Wok Spatula and Ladle Skimmer Spoon - Stainless Steel Cooking Utensils Set of 3,Kitchen Wok Utensils Set\", \"asin\": \"B0D944TCM5\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Patelai 3 Pcs 15in Wok Spatula and Ladle, 304 Stainless Steel Wok Utensils All Metal, Utensils Skimmer Ladle Tool Set for Carbon Steel Cooking Baking\", \"asin\": \"B08VNTNBLF\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"Sunrise Kitchen Supply Commercial Grade Wok Spatula (Shovel 17\\\" (#2))\", \"asin\": \"B01LVXQUFR\", \"price\": \"$13.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 4\"},\n{\"title\": \"FJNATINH Silicone Wok Spatula,Ladle,Skimmer Ladle Tool Set,Stainless Steel Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware Wooden Handle,3 Pieces\", \"asin\": \"B0DLSY22XT\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:24:24.727Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "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": "wok spatula"}],
"cart_items": [{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"promotion_items": [{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch", "asin": "B07KVH87K7", "price": "$12.98", "quantity": ""},
{"title": "FJNATINH 2 Pack Spatulas, Solid & Slotted Silicone Spatula Set, Stainless Steel Coated with Silicone, Non Stick Turners, Heat Resistant Rubber Spatulas for Fish, Eggs, Pancakes, Wok, Black", "asin": "B0DQSCF8ND", "price": "$14.99", "quantity": ""},
{"title": "Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Stainless Steel Khaki)", "asin": "B0BXP37T7R", "price": "$13.49", "quantity": ""},
{"title": "5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "2 Pack Spatulas, Solid & Slotted Silicone Spatula Set, Stainless Steel Handle Coated with Silicone, Non Stick Turners, Heat Resistant Rubber Spatulas for Fish, Eggs, Pancakes, WOK, Black", "asin": "B0BB14XB4K", "price": "$9.99", "quantity": ""},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch", "asin": "B07KVH87K7", "price": "$12.98", "quantity": ""},
{"title": "FJNATINH Spatula & Ladle Wok Tool Set, 14.2-15 inches Wok Utensils, Stainless Steel Wok Spatula", "asin": "B0834XFJF6", "price": "$19.99", "quantity": ""},
{"title": "FJNATINH Wok Spatula and Ladle Tool Set, 17inches Spatula for Wok, 304 Stainless Steel Spatula Soup Ladle", "asin": "B08BZHN6JD", "price": "$23.99", "quantity": ""},
{"title": "FJNATINH Stainless Steel Wok Spatula,Ladle,Skimmer Ladle Tool Set,Mirror Polished Cooking Utensils with Wooden Handle,Easy to Clean Wok Accessories,Black 3 PCS", "asin": "B0DQSB1SLB", "price": "$27.99", "quantity": ""},
{"title": "FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Stainless Steel Cooking Utensils BPA Free Kitchen Utensils Cookware, Pack of 4,Black", "asin": "B0DNB3PB3P", "price": "$29.99", "quantity": ""}],
"ads": [{"title": "YOSUKATA 17\u2019\u2019 Wok Spatula and Ladle - Set of 2 Heat-Resistant Wok Tools - Universal Wok Ladle and Spatula - High-Grade Stainless Steel Cooking Utensils and Wok Accessories - Solid Wok Utensils", "asin": "B09828T6TN"},
{"title": "YOSUKATA Wok Lid 12.8 Inch - Premium Stainless Wok Cover with Tempered Glass Insert Steam Holes and Ergonomic Handle - Durable Wok Accessories - Dishwasher-Safe Lid for 13.5-In Wok for Asian Cooking", "asin": "B09XJ6XG3Y"},
{"title": "YOSUKATA Wok Lid 13.6 Inch - Premium Stainless Griddle Dome with Tempered Glass Insert Steam Holes - Dishwasher-Safe Round Wok Cover for 14\" Wok - Chees Melting Dome for Griddle - Grill Basting Cover", "asin": "B09CDXNVTZ"}],
"search_results": [{"title": "FJNATINH Wok Spatula 15 inches Spatulas for Wok, Stainless Steel Metal Wok Spatulas for Kitchen Use Cooking Utensils Spatula for Cooking Cast Iron", "asin": "B08DNYQ7K3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch", "asin": "B07KVH87K7", "price": "$12.98", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Wok Spatula and Ladle Tool Set, 17inches Spatula for Wok, 304 Stainless Steel Spatula Soup Ladle", "asin": "B08BZHN6JD", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Stainless Steel Wok Spatula,Ladle,Skimmer Ladle Tool Set,Mirror Polished Cooking Utensils with Wooden Handle,Easy to Clean Wok Accessories,Black 3 PCS", "asin": "B0DQSB1SLB", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Zulay Kitchen Stainless Steel Metal Wok Spatula - Durable Wok Turner Spatula Shovel - Durable Utensil with Ergonomic, Easy to Use Handle - Easy to Clean, Perfect for at Home Cooks & Chefs - 14.8\u201d", "asin": "B084JLM61C", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Wok Spatula, Stainless Steel Spatula with Wooden Handle, Heavy Duty Metal Spatulas for Kitchen Use, Small Spatula for Detailed Work, Kitchen Spatulas Set for High-Heat Cooking, 1 PCS", "asin": "B0DCFK2GQ6", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Zulay Kitchen Stainless Steel Metal Wok Spatula - Durable Wok Turner Spatula Shovel - Durable Utensil with Ergonomic, Easy to Use Handle - Easy to Clean, Perfect for at Home Cooks & Chefs - 14.8\u201d", "asin": "B084JLM61C", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch", "asin": "B07KVH87K7", "price": "$12.98", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Berglander Wok Spatula Set, Stainless Steel Kitchen Cooking Utensils - 17\" Wok Tools: Spatula, Ladle, Skimmer", "asin": "B0DLKDS79M", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "14 Inch Large Stainless Steel Spatula Wok Spatula for Cooking Cast Iron Spatula Metal Turner Serving Spatulas Flat Long Handle Kitchen Spatula Big Wok Utensils Tools", "asin": "B0D12T23BL", "price": "$7.85", "delivery": " One-Day FREE delivery Tomorrow, May 4 Only 4 left in stock - order soon."},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Spatula & Ladle Tool Set, AOOSY 18/10 Stainless Steel Cooking Utensils, Wooden Handle Wok Utensils Soup Ladle 15 inches Set of 2", "asin": "B0C5QTYWP9", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Silicone Spatula Heat-Resistant Baking Flexible Non-Scratch Scraper for Mixing, Flipping,Cookies Dough (red)", "asin": "B0F1S3R4GN", "price": "$11.39", "delivery": "FREE delivery Tue, May 6"},
{"title": "STAUB Wok Spatula, Perfect for Scooping, Flipping, Stirring, and Turning Stir Fries, One Size, Durable BPA-free Matte Black Silicone, Acacia Wood Handles, Safe for Nonstick Cooking Surfaces", "asin": "B07W4DY5CF", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Spatula & Ladle Wok Tool Set, 14.2-15 inches Wok Utensils, Stainless Steel Wok Spatula", "asin": "B0834XFJF6", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Pleafind 4-Pcs Cooking Utensils Set, Stainless Steel Kitchen Utensils, Wok Utensils Set Include Wok Ladle, Slotted Spoon, Wok Spatula and Slotted Spatula, Dishwasher Safe", "asin": "B0BZ878KWH", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "YOSUKATA 17\u2019\u2019 Wok Spatula and Ladle - Set of 2 Heat-Resistant Wok Tools - Universal Wok Ladle and Spatula - High-Grade Stainless Steel Cooking Utensils and Wok Accessories - Solid Wok Utensils", "asin": "B09828T6TN", "price": "$27.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Red)", "asin": "B07MPW4J4K", "price": "$12.59", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Pleafind 4-Pcs Cooking Utensils Set, Stainless Steel Kitchen Utensils, Wok Utensils Set Include Wok Ladle, Slotted Spoon, Wok Spatula and Slotted Spatula, Dishwasher Safe", "asin": "B0BZ878KWH", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Machika Skimmer with Wooden Handle | Wok Spatula for Cooking | Metal Spatula for Burgers and Vegetables, Rice Spatula for Paella | Stainless Steel - 19.6 inch |", "asin": "B0B94JK4GZ", "price": "$22.49", "delivery": "FREE delivery Wed, May 7 Only 10 left in stock - order soon."},
{"title": "4PCS Cooking Utensils Set, OHOLA Stainless Steel Metal Kitchen Cooking Utensils Set, Include Wok Ladle, Slotted Spoon, Wok Spatula and Slotted Spatula, Dishwasher Safe", "asin": "B0DM1KYTC5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Wooden Spatula with Long Handle for Cooking Kitchen Cookware", "asin": "B08CSHNHVT", "price": "$10.79", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "TableCraft Wok Spatula with Bamboo Handle, 14.5-Inch, Stainless Steel", "asin": "B003HU40II", "price": "$12.19", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black)", "asin": "B07MPY2JFJ", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "FJNATINH Wooden Spatula with Long Handle for Cooking Kitchen Cookware", "asin": "B08CSHNHVT", "price": "$10.79", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "14 Inch Large Stainless Steel Spatula Wok Spatula for Cooking Cast Iron Spatula Metal Turner Serving Spatulas Flat Long Handle Kitchen Spatula Big Wok Utensils Tools", "asin": "B0D12T23BL", "price": "$7.85", "delivery": " One-Day FREE delivery Tomorrow, May 4 Only 4 left in stock - order soon."},
{"title": "Honglida Premium Silicone Wok Turner BPA Free 600\u00baF Spatula Stainless Steel Handle 14-1/5 Inch for Non Stick Cookware (Black)", "asin": "B07KC74M61", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Cuisinart Set of 2 Wok Tools (Turner, Skimmer)", "asin": "B0DGB4VXM3", "price": "$21.61", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Wok Spatula and Ladle,Skimmer Ladle Tool Set, 17inches Spatula for Wok, 304 Stainless Steel Cooking Utensils", "asin": "B08CZC7HHV", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "STAUB Multifunction Spatula Spoon, Great for Both Cooking and Serving Durable BPA-Free Matte Black Silicone, Acacia Wood Handles, Safe for Nonstick Cooking Surfaces", "asin": "B07W7LZ69P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Cobee 2 Wooden Spatulas, 13 Inch Long Handle Turner for Wok, Pan & Tableware", "asin": "B0DCTN3RMM", "price": "$5.89", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Spatula, Silicone Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Scooping, Flipping, Stirring, Durable BPA-free Nonstick Cooking, 13.2Inch", "asin": "B0CH9X2ZCL", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, May 5"},
{"title": "TableCraft Bamboo Handle Wok Spatula, 14.5-Inch", "asin": "B00KD6MKMC", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Only 18 left in stock - order soon."},
{"title": "Silicone Wok Turner, Heat Resistant Solid Silicone Stir Fry Spatula for Non Stick Cookware (Black)", "asin": "B07MT44DT7", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Helen\u2019s Asian Kitchen Bamboo Stir Fry Spatula and Cooking Utensil, 13-Inch", "asin": "B000UF0L0E", "price": "$6.01", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Stainless Steel Wok Spatula, Wok Utensils for Carbon Steel, Wok Tools Professional Set, 3-Pieces 304 Stainless Steel Cooking Utensils All Metal", "asin": "B0BWRQ4JRH", "price": "$22.94", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "6 Pieces Cooking Utensils - Spatula and ladle Set with Wood Handle, Wok Utensils Tools - Wok Accessories Cookware Set", "asin": "B0DXVHHT23", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "2PCS Wooden Spatula for Non-Stick Cookware, 12.8 Inches Large Wooden Wok Spatulas, Long Handle Flat Frying Inclined Spatula, Long Handle Flat Frying Spatulas", "asin": "B0DRP8SB8L", "price": "$4.49", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wooden Spatula Nonstick Turner Acacia Wood, Long Handle Flat Frying Spatulas Handmade for Kitchen Gifts, Ideal Cookware Utensils for Cooking Eggs, Fish, Pancakes", "asin": "B0CND6C7SR", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula", "asin": "B088TDLGWM", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Stainless Steel Wok Spatula,Ladle,Skimmer Ladle Tool Set,Mirror Polished Cooking Utensils with Wooden Handle,Easy to Clean Wok Accessories,Black 3 PCS", "asin": "B0DQSB1SLB", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Sunrise Kitchen Supply Commercial Grade Wok Spatula (Shovel 15.50\" (#3))", "asin": "B01LVTZ3UJ", "price": "$13.15", "delivery": " Two-Day FREE delivery Mon, May 5"},
{"title": "FAAY 15 Inches Wok Spatula, Long Handle Stir fry Paddle, Turner, Handcrafted from High Moist Resistance Teak Wood for Non Stick Cookware", "asin": "B074YJ3RXF", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Utoolmart Silicone Wok Spatula - Non-Stick Heat Resistant Flexible Rubber Baking Spatula, Cooking Utensil for Stir-Fry, Black", "asin": "B083FDS2PC", "price": "$7.59", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "17\u201d Wok Spatula and Ladle - 304 Stainless Steel Wok Tools Set, 2-Pieces Extra Long Handle Cooking Tools, All Metal Wok Utensils and Wok Accessories for Cast Iron/Carbon Steel Wok", "asin": "B09J975RH1", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "2PCS Wooden Spatula for Non-Stick Cookware, Large Wooden Wok Spatulas, Long Handle Flat Frying Inclined Spatulas", "asin": "B0DRP93W5B", "price": "$4.49", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Only 12 left in stock - order soon."},
{"title": "OXO Good Grips Stainless Steel Spider Scoop & Strain Skimmer,Black", "asin": "B09WG1KKHP", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware (Black Stainless Steel-3PCS)", "asin": "B0DLSW7L23", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "3-Piece Wok Tool Set", "asin": "B0D1L9KLL8", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Spatula, 17.13 Inch Length x 3.78 Width Stainless Steel Spatulas Kitchen Utensils for Kitchen Use", "asin": "B0DQ3T1S5Y", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "15 inch Large Spatula Slotted Turner Soup Ladle 304 Stainless Steel Wok Spatula Set Slotted Spoon for Cooking Utensils Set Long Wooden Handle Ladles Kitchen Metal Spatula Cooking Spoons", "asin": "B09P8KMJV7", "price": "$17.98", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Traditional Hand Made spatula & Ladle Wok Tool Set,Chinese Iron Ladle & spatula,15.8in inches wok utensils", "asin": "B09VG9DTQ4", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wooden Spatula,Premium Beech Wood Spatula with Long Handle, Non-Stick Flat Frying & Wok Turner for Kitchen Cookware - Handmade Kitchen Essentials for Cooking", "asin": "B0DHH3LPLD", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Joyce Chen Burnished Bamboo Wok Spatula, 15-Inch", "asin": "B0000VLQDE", "price": "$16.95", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Wok Spatula and Ladle Skimmer Spoon - Stainless Steel Cooking Utensils Set of 3,Kitchen Wok Utensils Set", "asin": "B0D944TCM5", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Patelai 3 Pcs 15in Wok Spatula and Ladle, 304 Stainless Steel Wok Utensils All Metal, Utensils Skimmer Ladle Tool Set for Carbon Steel Cooking Baking", "asin": "B08VNTNBLF", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Sunrise Kitchen Supply Commercial Grade Wok Spatula (Shovel 17\" (#2))", "asin": "B01LVXQUFR", "price": "$13.15", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Silicone Wok Spatula,Ladle,Skimmer Ladle Tool Set,Stainless Steel Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware Wooden Handle,3 Pieces", "asin": "B0DLSY22XT", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:24:24.727Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:24:24.727Z
|
click_product
|
B08QJ7M1P5
|
rule
|
2025-05-03T08:24:24.727Z
|
click_product
|
B08QJ7M1P5
|
train
| 433 |
2025-05-03T08:24:24.727Z
|
click_product
|
B08QJ7M1P5
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "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": "wok spatula"}],
"cart_items": [{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"promotion_items": [{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch", "asin": "B07KVH87K7", "price": "$12.98", "quantity": ""},
{"title": "FJNATINH 2 Pack Spatulas, Solid & Slotted Silicone Spatula Set, Stainless Steel Coated with Silicone, Non Stick Turners, Heat Resistant Rubber Spatulas for Fish, Eggs, Pancakes, Wok, Black", "asin": "B0DQSCF8ND", "price": "$14.99", "quantity": ""},
{"title": "Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Stainless Steel Khaki)", "asin": "B0BXP37T7R", "price": "$13.49", "quantity": ""},
{"title": "5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "2 Pack Spatulas, Solid & Slotted Silicone Spatula Set, Stainless Steel Handle Coated with Silicone, Non Stick Turners, Heat Resistant Rubber Spatulas for Fish, Eggs, Pancakes, WOK, Black", "asin": "B0BB14XB4K", "price": "$9.99", "quantity": ""},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch", "asin": "B07KVH87K7", "price": "$12.98", "quantity": ""},
{"title": "FJNATINH Spatula & Ladle Wok Tool Set, 14.2-15 inches Wok Utensils, Stainless Steel Wok Spatula", "asin": "B0834XFJF6", "price": "$19.99", "quantity": ""},
{"title": "FJNATINH Wok Spatula and Ladle Tool Set, 17inches Spatula for Wok, 304 Stainless Steel Spatula Soup Ladle", "asin": "B08BZHN6JD", "price": "$23.99", "quantity": ""},
{"title": "FJNATINH Stainless Steel Wok Spatula,Ladle,Skimmer Ladle Tool Set,Mirror Polished Cooking Utensils with Wooden Handle,Easy to Clean Wok Accessories,Black 3 PCS", "asin": "B0DQSB1SLB", "price": "$27.99", "quantity": ""},
{"title": "FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Stainless Steel Cooking Utensils BPA Free Kitchen Utensils Cookware, Pack of 4,Black", "asin": "B0DNB3PB3P", "price": "$29.99", "quantity": ""}],
"ads": [{"title": "YOSUKATA 17\u2019\u2019 Wok Spatula and Ladle - Set of 2 Heat-Resistant Wok Tools - Universal Wok Ladle and Spatula - High-Grade Stainless Steel Cooking Utensils and Wok Accessories - Solid Wok Utensils", "asin": "B09828T6TN"},
{"title": "YOSUKATA Wok Lid 12.8 Inch - Premium Stainless Wok Cover with Tempered Glass Insert Steam Holes and Ergonomic Handle - Durable Wok Accessories - Dishwasher-Safe Lid for 13.5-In Wok for Asian Cooking", "asin": "B09XJ6XG3Y"},
{"title": "YOSUKATA Wok Lid 13.6 Inch - Premium Stainless Griddle Dome with Tempered Glass Insert Steam Holes - Dishwasher-Safe Round Wok Cover for 14\" Wok - Chees Melting Dome for Griddle - Grill Basting Cover", "asin": "B09CDXNVTZ"}],
"search_results": [{"title": "FJNATINH Wok Spatula 15 inches Spatulas for Wok, Stainless Steel Metal Wok Spatulas for Kitchen Use Cooking Utensils Spatula for Cooking Cast Iron", "asin": "B08DNYQ7K3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch", "asin": "B07KVH87K7", "price": "$12.98", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Wok Spatula and Ladle Tool Set, 17inches Spatula for Wok, 304 Stainless Steel Spatula Soup Ladle", "asin": "B08BZHN6JD", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Stainless Steel Wok Spatula,Ladle,Skimmer Ladle Tool Set,Mirror Polished Cooking Utensils with Wooden Handle,Easy to Clean Wok Accessories,Black 3 PCS", "asin": "B0DQSB1SLB", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Zulay Kitchen Stainless Steel Metal Wok Spatula - Durable Wok Turner Spatula Shovel - Durable Utensil with Ergonomic, Easy to Use Handle - Easy to Clean, Perfect for at Home Cooks & Chefs - 14.8\u201d", "asin": "B084JLM61C", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Wok Spatula, Stainless Steel Spatula with Wooden Handle, Heavy Duty Metal Spatulas for Kitchen Use, Small Spatula for Detailed Work, Kitchen Spatulas Set for High-Heat Cooking, 1 PCS", "asin": "B0DCFK2GQ6", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Zulay Kitchen Stainless Steel Metal Wok Spatula - Durable Wok Turner Spatula Shovel - Durable Utensil with Ergonomic, Easy to Use Handle - Easy to Clean, Perfect for at Home Cooks & Chefs - 14.8\u201d", "asin": "B084JLM61C", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensils,Silver/14.7Inch", "asin": "B07KVH87K7", "price": "$12.98", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Berglander Wok Spatula Set, Stainless Steel Kitchen Cooking Utensils - 17\" Wok Tools: Spatula, Ladle, Skimmer", "asin": "B0DLKDS79M", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "14 Inch Large Stainless Steel Spatula Wok Spatula for Cooking Cast Iron Spatula Metal Turner Serving Spatulas Flat Long Handle Kitchen Spatula Big Wok Utensils Tools", "asin": "B0D12T23BL", "price": "$7.85", "delivery": " One-Day FREE delivery Tomorrow, May 4 Only 4 left in stock - order soon."},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Spatula & Ladle Tool Set, AOOSY 18/10 Stainless Steel Cooking Utensils, Wooden Handle Wok Utensils Soup Ladle 15 inches Set of 2", "asin": "B0C5QTYWP9", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Silicone Spatula Heat-Resistant Baking Flexible Non-Scratch Scraper for Mixing, Flipping,Cookies Dough (red)", "asin": "B0F1S3R4GN", "price": "$11.39", "delivery": "FREE delivery Tue, May 6"},
{"title": "STAUB Wok Spatula, Perfect for Scooping, Flipping, Stirring, and Turning Stir Fries, One Size, Durable BPA-free Matte Black Silicone, Acacia Wood Handles, Safe for Nonstick Cooking Surfaces", "asin": "B07W4DY5CF", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Spatula & Ladle Wok Tool Set, 14.2-15 inches Wok Utensils, Stainless Steel Wok Spatula", "asin": "B0834XFJF6", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Pleafind 4-Pcs Cooking Utensils Set, Stainless Steel Kitchen Utensils, Wok Utensils Set Include Wok Ladle, Slotted Spoon, Wok Spatula and Slotted Spatula, Dishwasher Safe", "asin": "B0BZ878KWH", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "YOSUKATA 17\u2019\u2019 Wok Spatula and Ladle - Set of 2 Heat-Resistant Wok Tools - Universal Wok Ladle and Spatula - High-Grade Stainless Steel Cooking Utensils and Wok Accessories - Solid Wok Utensils", "asin": "B09828T6TN", "price": "$27.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Red)", "asin": "B07MPW4J4K", "price": "$12.59", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Pleafind 4-Pcs Cooking Utensils Set, Stainless Steel Kitchen Utensils, Wok Utensils Set Include Wok Ladle, Slotted Spoon, Wok Spatula and Slotted Spatula, Dishwasher Safe", "asin": "B0BZ878KWH", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Machika Skimmer with Wooden Handle | Wok Spatula for Cooking | Metal Spatula for Burgers and Vegetables, Rice Spatula for Paella | Stainless Steel - 19.6 inch |", "asin": "B0B94JK4GZ", "price": "$22.49", "delivery": "FREE delivery Wed, May 7 Only 10 left in stock - order soon."},
{"title": "4PCS Cooking Utensils Set, OHOLA Stainless Steel Metal Kitchen Cooking Utensils Set, Include Wok Ladle, Slotted Spoon, Wok Spatula and Slotted Spatula, Dishwasher Safe", "asin": "B0DM1KYTC5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Wooden Spatula with Long Handle for Cooking Kitchen Cookware", "asin": "B08CSHNHVT", "price": "$10.79", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "TableCraft Wok Spatula with Bamboo Handle, 14.5-Inch, Stainless Steel", "asin": "B003HU40II", "price": "$12.19", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black)", "asin": "B07MPY2JFJ", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "FJNATINH Wooden Spatula with Long Handle for Cooking Kitchen Cookware", "asin": "B08CSHNHVT", "price": "$10.79", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "14 Inch Large Stainless Steel Spatula Wok Spatula for Cooking Cast Iron Spatula Metal Turner Serving Spatulas Flat Long Handle Kitchen Spatula Big Wok Utensils Tools", "asin": "B0D12T23BL", "price": "$7.85", "delivery": " One-Day FREE delivery Tomorrow, May 4 Only 4 left in stock - order soon."},
{"title": "Honglida Premium Silicone Wok Turner BPA Free 600\u00baF Spatula Stainless Steel Handle 14-1/5 Inch for Non Stick Cookware (Black)", "asin": "B07KC74M61", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Cuisinart Set of 2 Wok Tools (Turner, Skimmer)", "asin": "B0DGB4VXM3", "price": "$21.61", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Wok Spatula and Ladle,Skimmer Ladle Tool Set, 17inches Spatula for Wok, 304 Stainless Steel Cooking Utensils", "asin": "B08CZC7HHV", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "STAUB Multifunction Spatula Spoon, Great for Both Cooking and Serving Durable BPA-Free Matte Black Silicone, Acacia Wood Handles, Safe for Nonstick Cooking Surfaces", "asin": "B07W7LZ69P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Cobee 2 Wooden Spatulas, 13 Inch Long Handle Turner for Wok, Pan & Tableware", "asin": "B0DCTN3RMM", "price": "$5.89", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wok Spatula, Silicone Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Scooping, Flipping, Stirring, Durable BPA-free Nonstick Cooking, 13.2Inch", "asin": "B0CH9X2ZCL", "price": "$8.99", "delivery": " Two-Day FREE delivery Mon, May 5"},
{"title": "TableCraft Bamboo Handle Wok Spatula, 14.5-Inch", "asin": "B00KD6MKMC", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Only 18 left in stock - order soon."},
{"title": "Silicone Wok Turner, Heat Resistant Solid Silicone Stir Fry Spatula for Non Stick Cookware (Black)", "asin": "B07MT44DT7", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Helen\u2019s Asian Kitchen Bamboo Stir Fry Spatula and Cooking Utensil, 13-Inch", "asin": "B000UF0L0E", "price": "$6.01", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Stainless Steel Wok Spatula, Wok Utensils for Carbon Steel, Wok Tools Professional Set, 3-Pieces 304 Stainless Steel Cooking Utensils All Metal", "asin": "B0BWRQ4JRH", "price": "$22.94", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "6 Pieces Cooking Utensils - Spatula and ladle Set with Wood Handle, Wok Utensils Tools - Wok Accessories Cookware Set", "asin": "B0DXVHHT23", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "2PCS Wooden Spatula for Non-Stick Cookware, 12.8 Inches Large Wooden Wok Spatulas, Long Handle Flat Frying Inclined Spatula, Long Handle Flat Frying Spatulas", "asin": "B0DRP8SB8L", "price": "$4.49", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wooden Spatula Nonstick Turner Acacia Wood, Long Handle Flat Frying Spatulas Handmade for Kitchen Gifts, Ideal Cookware Utensils for Cooking Eggs, Fish, Pancakes", "asin": "B0CND6C7SR", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula", "asin": "B088TDLGWM", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Stainless Steel Wok Spatula,Ladle,Skimmer Ladle Tool Set,Mirror Polished Cooking Utensils with Wooden Handle,Easy to Clean Wok Accessories,Black 3 PCS", "asin": "B0DQSB1SLB", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Sunrise Kitchen Supply Commercial Grade Wok Spatula (Shovel 15.50\" (#3))", "asin": "B01LVTZ3UJ", "price": "$13.15", "delivery": " Two-Day FREE delivery Mon, May 5"},
{"title": "FAAY 15 Inches Wok Spatula, Long Handle Stir fry Paddle, Turner, Handcrafted from High Moist Resistance Teak Wood for Non Stick Cookware", "asin": "B074YJ3RXF", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Utoolmart Silicone Wok Spatula - Non-Stick Heat Resistant Flexible Rubber Baking Spatula, Cooking Utensil for Stir-Fry, Black", "asin": "B083FDS2PC", "price": "$7.59", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "17\u201d Wok Spatula and Ladle - 304 Stainless Steel Wok Tools Set, 2-Pieces Extra Long Handle Cooking Tools, All Metal Wok Utensils and Wok Accessories for Cast Iron/Carbon Steel Wok", "asin": "B09J975RH1", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "2PCS Wooden Spatula for Non-Stick Cookware, Large Wooden Wok Spatulas, Long Handle Flat Frying Inclined Spatulas", "asin": "B0DRP93W5B", "price": "$4.49", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items Only 12 left in stock - order soon."},
{"title": "OXO Good Grips Stainless Steel Spider Scoop & Strain Skimmer,Black", "asin": "B09WG1KKHP", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware (Black Stainless Steel-3PCS)", "asin": "B0DLSW7L23", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "3-Piece Wok Tool Set", "asin": "B0D1L9KLL8", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Spatula, 17.13 Inch Length x 3.78 Width Stainless Steel Spatulas Kitchen Utensils for Kitchen Use", "asin": "B0DQ3T1S5Y", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "15 inch Large Spatula Slotted Turner Soup Ladle 304 Stainless Steel Wok Spatula Set Slotted Spoon for Cooking Utensils Set Long Wooden Handle Ladles Kitchen Metal Spatula Cooking Spoons", "asin": "B09P8KMJV7", "price": "$17.98", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Traditional Hand Made spatula & Ladle Wok Tool Set,Chinese Iron Ladle & spatula,15.8in inches wok utensils", "asin": "B09VG9DTQ4", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Wooden Spatula,Premium Beech Wood Spatula with Long Handle, Non-Stick Flat Frying & Wok Turner for Kitchen Cookware - Handmade Kitchen Essentials for Cooking", "asin": "B0DHH3LPLD", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Joyce Chen Burnished Bamboo Wok Spatula, 15-Inch", "asin": "B0000VLQDE", "price": "$16.95", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Wok Spatula and Ladle Skimmer Spoon - Stainless Steel Cooking Utensils Set of 3,Kitchen Wok Utensils Set", "asin": "B0D944TCM5", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Patelai 3 Pcs 15in Wok Spatula and Ladle, 304 Stainless Steel Wok Utensils All Metal, Utensils Skimmer Ladle Tool Set for Carbon Steel Cooking Baking", "asin": "B08VNTNBLF", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "Sunrise Kitchen Supply Commercial Grade Wok Spatula (Shovel 17\" (#2))", "asin": "B01LVXQUFR", "price": "$13.15", "delivery": " One-Day FREE delivery Tomorrow, May 4"},
{"title": "FJNATINH Silicone Wok Spatula,Ladle,Skimmer Ladle Tool Set,Stainless Steel Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware Wooden Handle,3 Pieces", "asin": "B0DLSY22XT", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:24:24.727Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wok spatula\"}],\n\"cart_items\": [{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B08QJ7M1P5\"},\n{\"title\": \"Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \\u2705Durable & Heat Resistant \\u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \\u2705Protect Your Cookware \\u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \\u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \\u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Wooden\"}],\n\"promotion_items\": [{\"title\": \"Wooden Spatulas 3 Hanging, Non Stick, Bamboo, Non Toxic, Kitchen Use, Wedding, Show...\", \"asin\": \"B0DS1MBB7H\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)\", \"asin\": \"B07GWL5RRS\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Wooden Slotted Spatula for Cooking, Nonstick Teak Slotted Turner, Flat Wooden Kitchen Cooking Spatula Turner for Frying Flipping Kitchen Utensil Pancake\", \"asin\": \"B0DP4F93T3\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...\", \"asin\": \"B0DT1H69FX\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking\", \"asin\": \"B0CX91WYV2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...\", \"asin\": \"B0DQ6TSGP6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"2PCS Wooden Spatulas for Cooking, 13inch Uncoated Beech Wood Turners for Frying, No...\", \"asin\": \"B0CY9CVG8J\", \"price\": \"$8.99\", \"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\": \"2025-05-03T08:24:42.429Z\", // 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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wok spatula"}],
"cart_items": [{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B08QJ7M1P5"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans"},
{"price": "$8.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Wooden"}],
"promotion_items": [{"title": "Wooden Spatulas 3 Hanging, Non Stick, Bamboo, Non Toxic, Kitchen Use, Wedding, Show...", "asin": "B0DS1MBB7H", "price": "$14.99", "quantity": ""},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)", "asin": "B07GWL5RRS", "price": "$12.59", "quantity": ""},
{"title": "FJNATINH Wooden Slotted Spatula for Cooking, Nonstick Teak Slotted Turner, Flat Wooden Kitchen Cooking Spatula Turner for Frying Flipping Kitchen Utensil Pancake", "asin": "B0DP4F93T3", "price": "$11.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...", "asin": "B0DT1H69FX", "price": "$9.98", "quantity": ""},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "2PCS Wooden Spatulas for Cooking, 13inch Uncoated Beech Wood Turners for Frying, No...", "asin": "B0CY9CVG8J", "price": "$8.99", "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": "2025-05-03T08:24:42.429Z", // 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>
|
2025-05-03T08:24:42.429Z
|
purchase
|
B08QJ7M1P5
|
rule
|
2025-05-03T08:24:42.429Z
|
purchase
|
B08QJ7M1P5
|
train
| 434 |
2025-05-03T08:24:42.429Z
|
purchase
|
B08QJ7M1P5
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wok spatula"}],
"cart_items": [{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B08QJ7M1P5"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans"},
{"price": "$8.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Wooden"}],
"promotion_items": [{"title": "Wooden Spatulas 3 Hanging, Non Stick, Bamboo, Non Toxic, Kitchen Use, Wedding, Show...", "asin": "B0DS1MBB7H", "price": "$14.99", "quantity": ""},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)", "asin": "B07GWL5RRS", "price": "$12.59", "quantity": ""},
{"title": "FJNATINH Wooden Slotted Spatula for Cooking, Nonstick Teak Slotted Turner, Flat Wooden Kitchen Cooking Spatula Turner for Frying Flipping Kitchen Utensil Pancake", "asin": "B0DP4F93T3", "price": "$11.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...", "asin": "B0DT1H69FX", "price": "$9.98", "quantity": ""},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "2PCS Wooden Spatulas for Cooking, 13inch Uncoated Beech Wood Turners for Frying, No...", "asin": "B0CY9CVG8J", "price": "$8.99", "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": "2025-05-03T08:24:42.429Z", // 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\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\": \"wok+spatula\"}],\n\"cart_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B08QJ7M1P5\"},\n{\"title\": \"Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \\u2705Durable & Heat Resistant \\u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \\u2705Protect Your Cookware \\u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \\u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \\u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Natural\"}],\n\"promotion_items\": [{\"title\": \"FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\\\"-15\\\"\", \"asin\": \"B0D94443JQ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensil...\", \"asin\": \"B07KVH87K7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)\", \"asin\": \"B07GWL5RRS\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula\", \"asin\": \"B088TDLGWM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...\", \"asin\": \"B0DT1H69FX\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use\", \"asin\": \"B089VY152X\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking\", \"asin\": \"B0CX91WYV2\", \"price\": \"$6.99\", \"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\": \"2025-05-03T08:25:09.893Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B08QJ7M1P5"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans"},
{"price": "$8.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Natural"}],
"promotion_items": [{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensil...", "asin": "B07KVH87K7", "price": "$12.98", "quantity": ""},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)", "asin": "B07GWL5RRS", "price": "$12.59", "quantity": ""},
{"title": "FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula", "asin": "B088TDLGWM", "price": "$24.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...", "asin": "B0DT1H69FX", "price": "$9.98", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "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": "2025-05-03T08:25:09.893Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:25:09.893Z
|
click
|
product_option
|
rule
|
2025-05-03T08:25:09.893Z
|
click
|
product_option
|
train
| 435 |
2025-05-03T08:25:09.893Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B08QJ7M1P5"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans"},
{"price": "$8.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Natural"}],
"promotion_items": [{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensil...", "asin": "B07KVH87K7", "price": "$12.98", "quantity": ""},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)", "asin": "B07GWL5RRS", "price": "$12.59", "quantity": ""},
{"title": "FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula", "asin": "B088TDLGWM", "price": "$24.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...", "asin": "B0DT1H69FX", "price": "$9.98", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "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": "2025-05-03T08:25:09.893Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wok+spatula\"}],\n\"cart_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B08QJ7M1P5\"},\n{\"title\": \"Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \\u2705Durable & Heat Resistant \\u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \\u2705Protect Your Cookware \\u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \\u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \\u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Ivory White\"}],\n\"promotion_items\": [{\"title\": \"FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\\\"-15\\\"\", \"asin\": \"B0D94443JQ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensil...\", \"asin\": \"B07KVH87K7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)\", \"asin\": \"B07GWL5RRS\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula\", \"asin\": \"B088TDLGWM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...\", \"asin\": \"B0DT1H69FX\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use\", \"asin\": \"B089VY152X\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking\", \"asin\": \"B0CX91WYV2\", \"price\": \"$6.99\", \"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\": \"2025-05-03T08:25:10.907Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B08QJ7M1P5"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans"},
{"price": "$8.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Ivory White"}],
"promotion_items": [{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensil...", "asin": "B07KVH87K7", "price": "$12.98", "quantity": ""},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)", "asin": "B07GWL5RRS", "price": "$12.59", "quantity": ""},
{"title": "FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula", "asin": "B088TDLGWM", "price": "$24.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...", "asin": "B0DT1H69FX", "price": "$9.98", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "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": "2025-05-03T08:25:10.907Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:25:10.907Z
|
click
|
product_option
|
rule
|
2025-05-03T08:25:10.907Z
|
click
|
product_option
|
train
| 436 |
2025-05-03T08:25:10.907Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B08QJ7M1P5"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans"},
{"price": "$8.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Ivory White"}],
"promotion_items": [{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensil...", "asin": "B07KVH87K7", "price": "$12.98", "quantity": ""},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)", "asin": "B07GWL5RRS", "price": "$12.59", "quantity": ""},
{"title": "FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula", "asin": "B088TDLGWM", "price": "$24.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...", "asin": "B0DT1H69FX", "price": "$9.98", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "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": "2025-05-03T08:25:10.907Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"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\": \"wok+spatula\"}],\n\"cart_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B08QJ7M1P5\"},\n{\"title\": \"Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \\u2705Durable & Heat Resistant \\u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \\u2705Protect Your Cookware \\u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \\u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \\u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Brown\"}],\n\"promotion_items\": [{\"title\": \"FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\\\"-15\\\"\", \"asin\": \"B0D94443JQ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensil...\", \"asin\": \"B07KVH87K7\", \"price\": \"$12.98\", \"quantity\": \"\"},\n{\"title\": \"Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)\", \"asin\": \"B07GWL5RRS\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula\", \"asin\": \"B088TDLGWM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...\", \"asin\": \"B0DT1H69FX\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use\", \"asin\": \"B089VY152X\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking\", \"asin\": \"B0CX91WYV2\", \"price\": \"$6.99\", \"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\": \"2025-05-03T08:25:12.014Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B08QJ7M1P5"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans"},
{"price": "$8.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Brown"}],
"promotion_items": [{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensil...", "asin": "B07KVH87K7", "price": "$12.98", "quantity": ""},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)", "asin": "B07GWL5RRS", "price": "$12.59", "quantity": ""},
{"title": "FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula", "asin": "B088TDLGWM", "price": "$24.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...", "asin": "B0DT1H69FX", "price": "$9.98", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "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": "2025-05-03T08:25:12.014Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:25:12.014Z
|
click
|
product_option
|
rule
|
2025-05-03T08:25:12.014Z
|
click
|
product_option
|
train
| 437 |
2025-05-03T08:25:12.014Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B08QJ7M1P5"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans"},
{"price": "$8.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Brown"}],
"promotion_items": [{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Wok Spatula Stainless Steel, Wide Metal Spatula with Hollow Long Handle Wok Utensil...", "asin": "B07KVH87K7", "price": "$12.98", "quantity": ""},
{"title": "Pack of 2 Silicone Wok Spatula, Non-Stick, Heat Resistant, Easy to Clean and Dishwasher Safe, Seamless Kitchen Utensil for Cooking, Baking, Stir-Fry (Black-Red)", "asin": "B07GWL5RRS", "price": "$12.59", "quantity": ""},
{"title": "FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula", "asin": "B088TDLGWM", "price": "$24.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...", "asin": "B0DT1H69FX", "price": "$9.98", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "HANSGO Wok Spatula, Stainless Steel Wok Ladle with Wooden Handle for Stirring Mixing Turning Cooking", "asin": "B0CX91WYV2", "price": "$6.99", "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": "2025-05-03T08:25:12.014Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"wok+spatula\"}],\n\"cart_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B0DSCYKRB4\"},\n{\"title\": \"Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \\u2705Durable & Heat Resistant \\u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \\u2705Protect Your Cookware \\u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \\u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \\u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Ivory White\"}],\n\"promotion_items\": [{\"title\": \"2PCS Wooden Spatula for Cooking, 12\\\" Teak Flat Wooden Turner Scraper for Serving, H...\", \"asin\": \"B0F23N9FDS\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...\", \"asin\": \"B0DT5WKRHT\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Olive Wood Spatula Set of 2 \\u2013 Thin & Lightweight for Delicate Cooking \\u2013 Perfect for...\", \"asin\": \"B0F1Q8RH6T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use\", \"asin\": \"B089VY152X\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...\", \"asin\": \"B0DQ6TSGP6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\\\"-15\\\"\", \"asin\": \"B0D94443JQ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Bkiok Wooden Spatula for Cooking, Handmade Wooden Kitchen Utensil, Teak Wood Turner Flat Frying Spatula for Nonstick Cookware\", \"asin\": \"B0DSSQ9VDP\", \"price\": \"$11.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:25:16.963Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DSCYKRB4"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)"},
{"price": "$9.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Ivory White"}],
"promotion_items": [{"title": "2PCS Wooden Spatula for Cooking, 12\" Teak Flat Wooden Turner Scraper for Serving, H...", "asin": "B0F23N9FDS", "price": "$19.99", "quantity": ""},
{"title": "2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...", "asin": "B0DT5WKRHT", "price": "$9.49", "quantity": ""},
{"title": "Olive Wood Spatula Set of 2 \u2013 Thin & Lightweight for Delicate Cooking \u2013 Perfect for...", "asin": "B0F1Q8RH6T", "price": "$15.99", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Bkiok Wooden Spatula for Cooking, Handmade Wooden Kitchen Utensil, Teak Wood Turner Flat Frying Spatula for Nonstick Cookware", "asin": "B0DSSQ9VDP", "price": "$11.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:25:16.963Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:25:16.963Z
|
click
|
product_option
|
rule
|
2025-05-03T08:25:16.963Z
|
click
|
product_option
|
train
| 438 |
2025-05-03T08:25:16.963Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DSCYKRB4"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)"},
{"price": "$9.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Ivory White"}],
"promotion_items": [{"title": "2PCS Wooden Spatula for Cooking, 12\" Teak Flat Wooden Turner Scraper for Serving, H...", "asin": "B0F23N9FDS", "price": "$19.99", "quantity": ""},
{"title": "2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...", "asin": "B0DT5WKRHT", "price": "$9.49", "quantity": ""},
{"title": "Olive Wood Spatula Set of 2 \u2013 Thin & Lightweight for Delicate Cooking \u2013 Perfect for...", "asin": "B0F1Q8RH6T", "price": "$15.99", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Bkiok Wooden Spatula for Cooking, Handmade Wooden Kitchen Utensil, Teak Wood Turner Flat Frying Spatula for Nonstick Cookware", "asin": "B0DSSQ9VDP", "price": "$11.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:25:16.963Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"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\": \"wok+spatula\"}],\n\"cart_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B0DSBQBJPC\"},\n{\"title\": \"Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u2705Versatile 3-Piece Spatula Set for All Cooking Needs \\u2013 This kitchen essentials set includes a silicone spatula for flipping delicate foods, a silicone skimmer spoon for draining liquids, and a silicone ladle for serving hot soups. Ideal for both home cooks and chefs, this silicone cooking utensils set is lightweight, making it easy to handle a variety of tasks, from frying to baking. The perfect cooking utensils set to meet your everyday kitchen needs. \\u2705Durable and Heat-Resistant for Safe Cooking \\u2013 Crafted from BPA free silicone cooking utensils, these spatulas silicone heat resistant withstand temperatures up to 600\\u00b0F/315\\u00b0C, ensuring they won\\u2019t melt or deform. Perfect for use with non-stick cookware and bakeware, the robust rubber spatulas silicone heat resistant material is designed for long-lasting durability. These silicone kitchen utensils are essential for safe cooking in any kitchen. \\u2705Ergonomic Non-Slip Handle for Comfort \\u2013 Each utensil in this silicone kitchen utensils set features an ergonomically designed handle with a non-slip grip for comfortable and secure control while cooking. The spatulas silicone heat resistant wood handle includes a handy hanging hole for easy storage. Whether you\\u2019re stirring soup with a silicone ladle green or flipping eggs with a spatula, this set is ideal for everyday use. \\u2705Non-Scratch Silicone Utensils Protect Your Cookware \\u2013 The silicone spatula for cooking glides smoothly under food without scratching your pots and pans, preserving your non-stick cookware. The soft silicone utensils for cooking heads are designed to protect your kitchen utensils set, while resisting stains and odors. Whether using the silicone skimmer or the spatula turner, your cookware remains scratch-free and in perfect condition. \\u2705Dishwasher Safe for Easy Cleaning \\u2013 This dishwasher safe spatula set is designed for hassle-free cleaning. These utensilios de cocina de silicona can be easily cleaned by hand or in the dishwasher, making them perfect for busy kitchens. The silicone spatula set is stain and odor-resistant, ensuring that these silicone spatulas maintain their quality with every use. Enjoy the convenience of having a clean silicone kitchen utensil set after every meal.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Ivory White\"}],\n\"promotion_items\": [{\"title\": \"Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Stainless Steel Khaki)\", \"asin\": \"B0BXP37T7R\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"COWBOY SPATULA Mesquite Wood Spatula - Original Handmade in Texas Made in USA For N...\", \"asin\": \"B0C9N1GHSN\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"KSENDALO Thin Kitchen Spatula Turner for Egg,Fish, Slotted Flexible Plastic Spatula for Nonstick Cookware, Idea Kitchen Utensil for Egg, Bacon, Fish, Pancakes\", \"asin\": \"B01E8NH1OW\", \"price\": \"$8.47\", \"quantity\": \"\"},\n{\"title\": \"Wooden Spurtle Set 5 Pcs,Natural Acacia Spurtles Kitchen Tools Wooden Spurtles for ...\", \"asin\": \"B0DZWTKGX4\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"HOTEC Heat Resistant 600\\u2109 Food Grade Silicone Rubber Spatula Set for Baking, Cooking, and Mixing Non Stick Dishwasher Safe BPA-Free Multicolor Set of 5\", \"asin\": \"B084H89YLC\", \"price\": \"$8.56\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...\", \"asin\": \"B0DQ6TSGP6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Spatulas set for kitchen: Heat Resistant Turner & Slotted Silicone Spatula...\", \"asin\": \"B0DFB9SF7Q\", \"price\": \"$8.49\", \"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\": \"2025-05-03T08:25:17.988Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DSBQBJPC"},
{"title": "Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen"},
{"price": "$9.99"},
{"bullet_list": "\u2705Versatile 3-Piece Spatula Set for All Cooking Needs \u2013 This kitchen essentials set includes a silicone spatula for flipping delicate foods, a silicone skimmer spoon for draining liquids, and a silicone ladle for serving hot soups. Ideal for both home cooks and chefs, this silicone cooking utensils set is lightweight, making it easy to handle a variety of tasks, from frying to baking. The perfect cooking utensils set to meet your everyday kitchen needs. \u2705Durable and Heat-Resistant for Safe Cooking \u2013 Crafted from BPA free silicone cooking utensils, these spatulas silicone heat resistant withstand temperatures up to 600\u00b0F/315\u00b0C, ensuring they won\u2019t melt or deform. Perfect for use with non-stick cookware and bakeware, the robust rubber spatulas silicone heat resistant material is designed for long-lasting durability. These silicone kitchen utensils are essential for safe cooking in any kitchen. \u2705Ergonomic Non-Slip Handle for Comfort \u2013 Each utensil in this silicone kitchen utensils set features an ergonomically designed handle with a non-slip grip for comfortable and secure control while cooking. The spatulas silicone heat resistant wood handle includes a handy hanging hole for easy storage. Whether you\u2019re stirring soup with a silicone ladle green or flipping eggs with a spatula, this set is ideal for everyday use. \u2705Non-Scratch Silicone Utensils Protect Your Cookware \u2013 The silicone spatula for cooking glides smoothly under food without scratching your pots and pans, preserving your non-stick cookware. The soft silicone utensils for cooking heads are designed to protect your kitchen utensils set, while resisting stains and odors. Whether using the silicone skimmer or the spatula turner, your cookware remains scratch-free and in perfect condition. \u2705Dishwasher Safe for Easy Cleaning \u2013 This dishwasher safe spatula set is designed for hassle-free cleaning. These utensilios de cocina de silicona can be easily cleaned by hand or in the dishwasher, making them perfect for busy kitchens. The silicone spatula set is stain and odor-resistant, ensuring that these silicone spatulas maintain their quality with every use. Enjoy the convenience of having a clean silicone kitchen utensil set after every meal."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Ivory White"}],
"promotion_items": [{"title": "Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Stainless Steel Khaki)", "asin": "B0BXP37T7R", "price": "$13.49", "quantity": ""},
{"title": "COWBOY SPATULA Mesquite Wood Spatula - Original Handmade in Texas Made in USA For N...", "asin": "B0C9N1GHSN", "price": "$24.95", "quantity": ""},
{"title": "KSENDALO Thin Kitchen Spatula Turner for Egg,Fish, Slotted Flexible Plastic Spatula for Nonstick Cookware, Idea Kitchen Utensil for Egg, Bacon, Fish, Pancakes", "asin": "B01E8NH1OW", "price": "$8.47", "quantity": ""},
{"title": "Wooden Spurtle Set 5 Pcs,Natural Acacia Spurtles Kitchen Tools Wooden Spurtles for ...", "asin": "B0DZWTKGX4", "price": "$14.99", "quantity": ""},
{"title": "HOTEC Heat Resistant 600\u2109 Food Grade Silicone Rubber Spatula Set for Baking, Cooking, and Mixing Non Stick Dishwasher Safe BPA-Free Multicolor Set of 5", "asin": "B084H89YLC", "price": "$8.56", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "Silicone Spatulas set for kitchen: Heat Resistant Turner & Slotted Silicone Spatula...", "asin": "B0DFB9SF7Q", "price": "$8.49", "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": "2025-05-03T08:25:17.988Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:25:17.988Z
|
click
|
product_option
|
rule
|
2025-05-03T08:25:17.988Z
|
click
|
product_option
|
train
| 439 |
2025-05-03T08:25:17.988Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DSBQBJPC"},
{"title": "Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen"},
{"price": "$9.99"},
{"bullet_list": "\u2705Versatile 3-Piece Spatula Set for All Cooking Needs \u2013 This kitchen essentials set includes a silicone spatula for flipping delicate foods, a silicone skimmer spoon for draining liquids, and a silicone ladle for serving hot soups. Ideal for both home cooks and chefs, this silicone cooking utensils set is lightweight, making it easy to handle a variety of tasks, from frying to baking. The perfect cooking utensils set to meet your everyday kitchen needs. \u2705Durable and Heat-Resistant for Safe Cooking \u2013 Crafted from BPA free silicone cooking utensils, these spatulas silicone heat resistant withstand temperatures up to 600\u00b0F/315\u00b0C, ensuring they won\u2019t melt or deform. Perfect for use with non-stick cookware and bakeware, the robust rubber spatulas silicone heat resistant material is designed for long-lasting durability. These silicone kitchen utensils are essential for safe cooking in any kitchen. \u2705Ergonomic Non-Slip Handle for Comfort \u2013 Each utensil in this silicone kitchen utensils set features an ergonomically designed handle with a non-slip grip for comfortable and secure control while cooking. The spatulas silicone heat resistant wood handle includes a handy hanging hole for easy storage. Whether you\u2019re stirring soup with a silicone ladle green or flipping eggs with a spatula, this set is ideal for everyday use. \u2705Non-Scratch Silicone Utensils Protect Your Cookware \u2013 The silicone spatula for cooking glides smoothly under food without scratching your pots and pans, preserving your non-stick cookware. The soft silicone utensils for cooking heads are designed to protect your kitchen utensils set, while resisting stains and odors. Whether using the silicone skimmer or the spatula turner, your cookware remains scratch-free and in perfect condition. \u2705Dishwasher Safe for Easy Cleaning \u2013 This dishwasher safe spatula set is designed for hassle-free cleaning. These utensilios de cocina de silicona can be easily cleaned by hand or in the dishwasher, making them perfect for busy kitchens. The silicone spatula set is stain and odor-resistant, ensuring that these silicone spatulas maintain their quality with every use. Enjoy the convenience of having a clean silicone kitchen utensil set after every meal."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Ivory White"}],
"promotion_items": [{"title": "Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Stainless Steel Khaki)", "asin": "B0BXP37T7R", "price": "$13.49", "quantity": ""},
{"title": "COWBOY SPATULA Mesquite Wood Spatula - Original Handmade in Texas Made in USA For N...", "asin": "B0C9N1GHSN", "price": "$24.95", "quantity": ""},
{"title": "KSENDALO Thin Kitchen Spatula Turner for Egg,Fish, Slotted Flexible Plastic Spatula for Nonstick Cookware, Idea Kitchen Utensil for Egg, Bacon, Fish, Pancakes", "asin": "B01E8NH1OW", "price": "$8.47", "quantity": ""},
{"title": "Wooden Spurtle Set 5 Pcs,Natural Acacia Spurtles Kitchen Tools Wooden Spurtles for ...", "asin": "B0DZWTKGX4", "price": "$14.99", "quantity": ""},
{"title": "HOTEC Heat Resistant 600\u2109 Food Grade Silicone Rubber Spatula Set for Baking, Cooking, and Mixing Non Stick Dishwasher Safe BPA-Free Multicolor Set of 5", "asin": "B084H89YLC", "price": "$8.56", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "Silicone Spatulas set for kitchen: Heat Resistant Turner & Slotted Silicone Spatula...", "asin": "B0DFB9SF7Q", "price": "$8.49", "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": "2025-05-03T08:25:17.988Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"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\": \"wok+spatula\"}],\n\"cart_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B0DYZWKR82\"},\n{\"title\": \"Wooden Non Toxic Spatulas for Kitchen Utensils Set Acacia Wood Cooking Spatula Flat Wok Pancake Turner Bamboo Slotted Spoon for Cooking Utensil Spurtle Scraper Long Fish Egg Flipper Spatulas\"},\n{\"price\": \"$7.99\"},\n{\"bullet_list\": \"Best Acacia Wood: These wooden spatulas are made of food-grade acacia wood which is an excellent, durable hardwood. No BPA, PVC or toxic finishes. Scratch-Free, Non-Stick Spatula: Will not scratch non-stick pans and they don't heat up when left in a pot or pan, and they don\\u2019t transfer any off taste to the food. Yet wok spatula edge is sharp enough to scrape up sticky or burned foodstuff. Multi Use: Our multifunction spatula set includes 1 slotted spatula and 1 solid spatula which are very suitable for daily use. You can used it to flip pancakes, separate cookies from their trays, serve/divide brownies, flip meat/eggs, stir sauces, and probably more that you can't even think of right now! Comfortable Handle: It's ergonomic and comfortable to use, it's a great combination of being sturdy and light, feels great in the hand. The weight adds to the sturdiness and helps it to not bow under normal pressure when turning and lifting light to heavier foods. Practical Gift: A great choice for sending mom, women, friend, and chefs for housewarming, birthday, Christmas and more special occasions as our wood spatula will be useful in every kitchen.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Wooden\"}],\n\"promotion_items\": [{\"title\": \"2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...\", \"asin\": \"B0DT5WKRHT\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Wooden Spatulas 3 Hanging, Non Stick, Bamboo, Non Toxic, Kitchen Use, Wedding, Show...\", \"asin\": \"B0DS1MBB7H\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"cobee 4PCS Wooden Spurtle, Teak Wood Spatula Wooden Cooking Utensils for Cooking Sourdough Wooden Spoon Mixing Tool for Non-Stick Cookware Stirring Whisking Smashing Scooping Serving\", \"asin\": \"B0DWFTKSDB\", \"price\": \"$12.79\", \"quantity\": \"\"},\n{\"title\": \"Wooden Spoons for Cooking - 9-piece Wooden Utensil Set, Non Stick Spatula & Serving...\", \"asin\": \"B0F2SFBGGC\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...\", \"asin\": \"B0DQ6TSGP6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"efo Wooden Spatulas for Cooking Set - Wood Spoons - Fish Egg Wok Slotted Spatula - Food Turner - Kitchen Essentials for Mixing Stirring - Housewarming Gift - Kitchen Cooking Utensils Set of 4\", \"asin\": \"B0DG978PZ3\", \"price\": \"$7.89\", \"quantity\": \"\"},\n{\"title\": \"2 Pcs Wooden Spatula & Ladle Wok Tool Set,9.8 Inches Cooking Utensils, Slotted Spoo...\", \"asin\": \"B0DSHRP8NF\", \"price\": \"$6.11\", \"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\": \"2025-05-03T08:25:21.347Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DYZWKR82"},
{"title": "Wooden Non Toxic Spatulas for Kitchen Utensils Set Acacia Wood Cooking Spatula Flat Wok Pancake Turner Bamboo Slotted Spoon for Cooking Utensil Spurtle Scraper Long Fish Egg Flipper Spatulas"},
{"price": "$7.99"},
{"bullet_list": "Best Acacia Wood: These wooden spatulas are made of food-grade acacia wood which is an excellent, durable hardwood. No BPA, PVC or toxic finishes. Scratch-Free, Non-Stick Spatula: Will not scratch non-stick pans and they don't heat up when left in a pot or pan, and they don\u2019t transfer any off taste to the food. Yet wok spatula edge is sharp enough to scrape up sticky or burned foodstuff. Multi Use: Our multifunction spatula set includes 1 slotted spatula and 1 solid spatula which are very suitable for daily use. You can used it to flip pancakes, separate cookies from their trays, serve/divide brownies, flip meat/eggs, stir sauces, and probably more that you can't even think of right now! Comfortable Handle: It's ergonomic and comfortable to use, it's a great combination of being sturdy and light, feels great in the hand. The weight adds to the sturdiness and helps it to not bow under normal pressure when turning and lifting light to heavier foods. Practical Gift: A great choice for sending mom, women, friend, and chefs for housewarming, birthday, Christmas and more special occasions as our wood spatula will be useful in every kitchen."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Wooden"}],
"promotion_items": [{"title": "2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...", "asin": "B0DT5WKRHT", "price": "$9.49", "quantity": ""},
{"title": "Wooden Spatulas 3 Hanging, Non Stick, Bamboo, Non Toxic, Kitchen Use, Wedding, Show...", "asin": "B0DS1MBB7H", "price": "$14.99", "quantity": ""},
{"title": "cobee 4PCS Wooden Spurtle, Teak Wood Spatula Wooden Cooking Utensils for Cooking Sourdough Wooden Spoon Mixing Tool for Non-Stick Cookware Stirring Whisking Smashing Scooping Serving", "asin": "B0DWFTKSDB", "price": "$12.79", "quantity": ""},
{"title": "Wooden Spoons for Cooking - 9-piece Wooden Utensil Set, Non Stick Spatula & Serving...", "asin": "B0F2SFBGGC", "price": "$30.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "efo Wooden Spatulas for Cooking Set - Wood Spoons - Fish Egg Wok Slotted Spatula - Food Turner - Kitchen Essentials for Mixing Stirring - Housewarming Gift - Kitchen Cooking Utensils Set of 4", "asin": "B0DG978PZ3", "price": "$7.89", "quantity": ""},
{"title": "2 Pcs Wooden Spatula & Ladle Wok Tool Set,9.8 Inches Cooking Utensils, Slotted Spoo...", "asin": "B0DSHRP8NF", "price": "$6.11", "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": "2025-05-03T08:25:21.347Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:25:21.347Z
|
click
|
product_option
|
rule
|
2025-05-03T08:25:21.347Z
|
click
|
product_option
|
train
| 440 |
2025-05-03T08:25:21.347Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DYZWKR82"},
{"title": "Wooden Non Toxic Spatulas for Kitchen Utensils Set Acacia Wood Cooking Spatula Flat Wok Pancake Turner Bamboo Slotted Spoon for Cooking Utensil Spurtle Scraper Long Fish Egg Flipper Spatulas"},
{"price": "$7.99"},
{"bullet_list": "Best Acacia Wood: These wooden spatulas are made of food-grade acacia wood which is an excellent, durable hardwood. No BPA, PVC or toxic finishes. Scratch-Free, Non-Stick Spatula: Will not scratch non-stick pans and they don't heat up when left in a pot or pan, and they don\u2019t transfer any off taste to the food. Yet wok spatula edge is sharp enough to scrape up sticky or burned foodstuff. Multi Use: Our multifunction spatula set includes 1 slotted spatula and 1 solid spatula which are very suitable for daily use. You can used it to flip pancakes, separate cookies from their trays, serve/divide brownies, flip meat/eggs, stir sauces, and probably more that you can't even think of right now! Comfortable Handle: It's ergonomic and comfortable to use, it's a great combination of being sturdy and light, feels great in the hand. The weight adds to the sturdiness and helps it to not bow under normal pressure when turning and lifting light to heavier foods. Practical Gift: A great choice for sending mom, women, friend, and chefs for housewarming, birthday, Christmas and more special occasions as our wood spatula will be useful in every kitchen."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Wooden"}],
"promotion_items": [{"title": "2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...", "asin": "B0DT5WKRHT", "price": "$9.49", "quantity": ""},
{"title": "Wooden Spatulas 3 Hanging, Non Stick, Bamboo, Non Toxic, Kitchen Use, Wedding, Show...", "asin": "B0DS1MBB7H", "price": "$14.99", "quantity": ""},
{"title": "cobee 4PCS Wooden Spurtle, Teak Wood Spatula Wooden Cooking Utensils for Cooking Sourdough Wooden Spoon Mixing Tool for Non-Stick Cookware Stirring Whisking Smashing Scooping Serving", "asin": "B0DWFTKSDB", "price": "$12.79", "quantity": ""},
{"title": "Wooden Spoons for Cooking - 9-piece Wooden Utensil Set, Non Stick Spatula & Serving...", "asin": "B0F2SFBGGC", "price": "$30.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "efo Wooden Spatulas for Cooking Set - Wood Spoons - Fish Egg Wok Slotted Spatula - Food Turner - Kitchen Essentials for Mixing Stirring - Housewarming Gift - Kitchen Cooking Utensils Set of 4", "asin": "B0DG978PZ3", "price": "$7.89", "quantity": ""},
{"title": "2 Pcs Wooden Spatula & Ladle Wok Tool Set,9.8 Inches Cooking Utensils, Slotted Spoo...", "asin": "B0DSHRP8NF", "price": "$6.11", "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": "2025-05-03T08:25:21.347Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"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\": \"wok+spatula\"}],\n\"cart_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B08QJ7M1P5\"},\n{\"title\": \"Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\"},\n{\"price\": \"$8.99\"},\n{\"bullet_list\": \"\\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \\u2705Durable & Heat Resistant \\u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \\u2705Protect Your Cookware \\u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \\u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \\u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Brown\"}],\n\"promotion_items\": [{\"title\": \"FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula\", \"asin\": \"B088TDLGWM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Kitchen Utensils Set, 5 PCs Natural Acacia Wooden Spoons For Cooking for Non-stick Skillet, Utensil set For Cooking With Soup Ladle and Wok Spatulas, Salad fork, Spurtles for Cooking\", \"asin\": \"B08VMRHNLL\", \"price\": \"$24.90\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...\", \"asin\": \"B0DQ6TSGP6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use\", \"asin\": \"B089VY152X\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Silicone Wok Spatula,Ladle,Skimmer Ladle Tool Set,Stainless Steel Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware Wooden Handle, Pack of 3\", \"asin\": \"B0DLSVYGPK\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...\", \"asin\": \"B0DT1H69FX\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Wok Utensils for Carbon Steel Wooden Handle 17 Inch Extra Long Stainless Ste...\", \"asin\": \"B0DSBWT681\", \"price\": \"$25.99\", \"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\": \"2025-05-03T08:25:24.247Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B08QJ7M1P5"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans"},
{"price": "$8.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Brown"}],
"promotion_items": [{"title": "FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula", "asin": "B088TDLGWM", "price": "$24.99", "quantity": ""},
{"title": "Wood Kitchen Utensils Set, 5 PCs Natural Acacia Wooden Spoons For Cooking for Non-stick Skillet, Utensil set For Cooking With Soup Ladle and Wok Spatulas, Salad fork, Spurtles for Cooking", "asin": "B08VMRHNLL", "price": "$24.90", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "FJNATINH Silicone Wok Spatula,Ladle,Skimmer Ladle Tool Set,Stainless Steel Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware Wooden Handle, Pack of 3", "asin": "B0DLSVYGPK", "price": "$24.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...", "asin": "B0DT1H69FX", "price": "$9.98", "quantity": ""},
{"title": "4 Pack Wok Utensils for Carbon Steel Wooden Handle 17 Inch Extra Long Stainless Ste...", "asin": "B0DSBWT681", "price": "$25.99", "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": "2025-05-03T08:25:24.247Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:25:24.247Z
|
click
|
product_option
|
rule
|
2025-05-03T08:25:24.247Z
|
click
|
product_option
|
train
| 441 |
2025-05-03T08:25:24.247Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B08QJ7M1P5"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans"},
{"price": "$8.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Brown"}],
"promotion_items": [{"title": "FJNATINH Wooden Wok Spatula Ladle Tool Set, 14-inch Long Handle Teak Wok Spatula", "asin": "B088TDLGWM", "price": "$24.99", "quantity": ""},
{"title": "Wood Kitchen Utensils Set, 5 PCs Natural Acacia Wooden Spoons For Cooking for Non-stick Skillet, Utensil set For Cooking With Soup Ladle and Wok Spatulas, Salad fork, Spurtles for Cooking", "asin": "B08VMRHNLL", "price": "$24.90", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "FJNATINH Silicone Wok Spatula,Ladle,Skimmer Ladle Tool Set,Stainless Steel Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware Wooden Handle, Pack of 3", "asin": "B0DLSVYGPK", "price": "$24.99", "quantity": ""},
{"title": "2 Pack Wooden Spatula for Cooking, 15Inch Ebony Wood Cooking Utensils Set Natural N...", "asin": "B0DT1H69FX", "price": "$9.98", "quantity": ""},
{"title": "4 Pack Wok Utensils for Carbon Steel Wooden Handle 17 Inch Extra Long Stainless Ste...", "asin": "B0DSBWT681", "price": "$25.99", "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": "2025-05-03T08:25:24.247Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"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\": \"wok+spatula\"}],\n\"cart_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B0DSCYKRB4\"},\n{\"title\": \"Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \\u2705Durable & Heat Resistant \\u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \\u2705Protect Your Cookware \\u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \\u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \\u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Brown\"}],\n\"promotion_items\": [{\"title\": \"2PCS Wooden Spatula for Cooking, 12\\\" Teak Flat Wooden Turner Scraper for Serving, H...\", \"asin\": \"B0F23N9FDS\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...\", \"asin\": \"B0DT5WKRHT\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Olive Wood Spatula Set of 2 \\u2013 Thin & Lightweight for Delicate Cooking \\u2013 Perfect for...\", \"asin\": \"B0F1Q8RH6T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use\", \"asin\": \"B089VY152X\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...\", \"asin\": \"B0DQ6TSGP6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\\\"-15\\\"\", \"asin\": \"B0D94443JQ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Bkiok Wooden Spatula for Cooking, Handmade Wooden Kitchen Utensil, Teak Wood Turner Flat Frying Spatula for Nonstick Cookware\", \"asin\": \"B0DSSQ9VDP\", \"price\": \"$11.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:25:26.815Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DSCYKRB4"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)"},
{"price": "$9.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Brown"}],
"promotion_items": [{"title": "2PCS Wooden Spatula for Cooking, 12\" Teak Flat Wooden Turner Scraper for Serving, H...", "asin": "B0F23N9FDS", "price": "$19.99", "quantity": ""},
{"title": "2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...", "asin": "B0DT5WKRHT", "price": "$9.49", "quantity": ""},
{"title": "Olive Wood Spatula Set of 2 \u2013 Thin & Lightweight for Delicate Cooking \u2013 Perfect for...", "asin": "B0F1Q8RH6T", "price": "$15.99", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Bkiok Wooden Spatula for Cooking, Handmade Wooden Kitchen Utensil, Teak Wood Turner Flat Frying Spatula for Nonstick Cookware", "asin": "B0DSSQ9VDP", "price": "$11.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:25:26.815Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:25:26.815Z
|
click
|
product_option
|
rule
|
2025-05-03T08:25:26.815Z
|
click
|
product_option
|
train
| 442 |
2025-05-03T08:25:26.815Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DSCYKRB4"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)"},
{"price": "$9.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Brown"}],
"promotion_items": [{"title": "2PCS Wooden Spatula for Cooking, 12\" Teak Flat Wooden Turner Scraper for Serving, H...", "asin": "B0F23N9FDS", "price": "$19.99", "quantity": ""},
{"title": "2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...", "asin": "B0DT5WKRHT", "price": "$9.49", "quantity": ""},
{"title": "Olive Wood Spatula Set of 2 \u2013 Thin & Lightweight for Delicate Cooking \u2013 Perfect for...", "asin": "B0F1Q8RH6T", "price": "$15.99", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Bkiok Wooden Spatula for Cooking, Handmade Wooden Kitchen Utensil, Teak Wood Turner Flat Frying Spatula for Nonstick Cookware", "asin": "B0DSSQ9VDP", "price": "$11.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:25:26.815Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"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\": \"wok+spatula\"}],\n\"cart_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B0DSCYKRB4\"},\n{\"title\": \"Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \\u2705Durable & Heat Resistant \\u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \\u2705Protect Your Cookware \\u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \\u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \\u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Ivory White\"}],\n\"promotion_items\": [{\"title\": \"2PCS Wooden Spatula for Cooking, 12\\\" Teak Flat Wooden Turner Scraper for Serving, H...\", \"asin\": \"B0F23N9FDS\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...\", \"asin\": \"B0DT5WKRHT\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Olive Wood Spatula Set of 2 \\u2013 Thin & Lightweight for Delicate Cooking \\u2013 Perfect for...\", \"asin\": \"B0F1Q8RH6T\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use\", \"asin\": \"B089VY152X\", \"price\": \"$11.98\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...\", \"asin\": \"B0DQ6TSGP6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\\\"-15\\\"\", \"asin\": \"B0D94443JQ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Bkiok Wooden Spatula for Cooking, Handmade Wooden Kitchen Utensil, Teak Wood Turner Flat Frying Spatula for Nonstick Cookware\", \"asin\": \"B0DSSQ9VDP\", \"price\": \"$11.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:25:32.004Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DSCYKRB4"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)"},
{"price": "$9.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Ivory White"}],
"promotion_items": [{"title": "2PCS Wooden Spatula for Cooking, 12\" Teak Flat Wooden Turner Scraper for Serving, H...", "asin": "B0F23N9FDS", "price": "$19.99", "quantity": ""},
{"title": "2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...", "asin": "B0DT5WKRHT", "price": "$9.49", "quantity": ""},
{"title": "Olive Wood Spatula Set of 2 \u2013 Thin & Lightweight for Delicate Cooking \u2013 Perfect for...", "asin": "B0F1Q8RH6T", "price": "$15.99", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Bkiok Wooden Spatula for Cooking, Handmade Wooden Kitchen Utensil, Teak Wood Turner Flat Frying Spatula for Nonstick Cookware", "asin": "B0DSSQ9VDP", "price": "$11.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:25:32.004Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:25:32.004Z
|
click
|
product_option
|
rule
|
2025-05-03T08:25:32.004Z
|
click
|
product_option
|
train
| 443 |
2025-05-03T08:25:32.004Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DSCYKRB4"},
{"title": "Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)"},
{"price": "$9.99"},
{"bullet_list": "\u2705Comfortable handle.Wood Spatula for stirring, mixing, dividing, tasting, turning, and serving of food.will not scratch surfaces; safe for use on nonstick cookware; \u2705Durable & Heat Resistant \u2013 Wooden cooking tools will not deform, corrode, and crack, it is durable for use. It has good heat insulation, protecting your hands from scalding. The hole of handle is also convenient for storage; \u2705Protect Your Cookware \u2013 Coated with food grade oil, wooden utensils set will not scratch and damage your nonstick cookware anymore. The smooth surface also provide comfortable grip; \u2705Every wooden spatula for cooking has its own grain and shape, it is a sleek and refined wood kitchen tool gift for mommy, housewarming and your lovely kitchen. Great for blending flour, tossing salad, turning fish, folding pancake, draining pasta, serving soup and so on; \u2705Easy to Clean and Maintain - Its smooth food-grade mineral oil varnish makes it so much easier to clean! Please hand wash in warm soapy water rinse clean and store dry;"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Ivory White"}],
"promotion_items": [{"title": "2PCS Wooden Spatula for Cooking, 12\" Teak Flat Wooden Turner Scraper for Serving, H...", "asin": "B0F23N9FDS", "price": "$19.99", "quantity": ""},
{"title": "2Pcs Wooden Spatula, Acacia Solid & Slotted Turner Spatula Set, Long Handle Flat Fr...", "asin": "B0DT5WKRHT", "price": "$9.49", "quantity": ""},
{"title": "Olive Wood Spatula Set of 2 \u2013 Thin & Lightweight for Delicate Cooking \u2013 Perfect for...", "asin": "B0F1Q8RH6T", "price": "$15.99", "quantity": ""},
{"title": "AOOSY Wok Spatula, 15.3 Inches 18/10 Stainless Steel Professional Wok Spatula Turner with Heat Resistant Wooden Handle, Kitchen Utensil Cooking Shovel Scoop Ladle for Daily Cooking Use", "asin": "B089VY152X", "price": "$11.98", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "FJNATINH Spatula and Ladle - Set of 2 Wok Tools - Universal Wok Ladle and Spatula - Stainless Steel Cooking Utensils and Wok Accessories,14\"-15\"", "asin": "B0D94443JQ", "price": "$12.99", "quantity": ""},
{"title": "Bkiok Wooden Spatula for Cooking, Handmade Wooden Kitchen Utensil, Teak Wood Turner Flat Frying Spatula for Nonstick Cookware", "asin": "B0DSSQ9VDP", "price": "$11.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:25:32.004Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"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\": \"wok+spatula\"}],\n\"cart_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"product_details\": [{\"asin\": \"B0DSBQBJPC\"},\n{\"title\": \"Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\"},\n{\"price\": \"$9.99\"},\n{\"bullet_list\": \"\\u2705Versatile 3-Piece Spatula Set for All Cooking Needs \\u2013 This kitchen essentials set includes a silicone spatula for flipping delicate foods, a silicone skimmer spoon for draining liquids, and a silicone ladle for serving hot soups. Ideal for both home cooks and chefs, this silicone cooking utensils set is lightweight, making it easy to handle a variety of tasks, from frying to baking. The perfect cooking utensils set to meet your everyday kitchen needs. \\u2705Durable and Heat-Resistant for Safe Cooking \\u2013 Crafted from BPA free silicone cooking utensils, these spatulas silicone heat resistant withstand temperatures up to 600\\u00b0F/315\\u00b0C, ensuring they won\\u2019t melt or deform. Perfect for use with non-stick cookware and bakeware, the robust rubber spatulas silicone heat resistant material is designed for long-lasting durability. These silicone kitchen utensils are essential for safe cooking in any kitchen. \\u2705Ergonomic Non-Slip Handle for Comfort \\u2013 Each utensil in this silicone kitchen utensils set features an ergonomically designed handle with a non-slip grip for comfortable and secure control while cooking. The spatulas silicone heat resistant wood handle includes a handy hanging hole for easy storage. Whether you\\u2019re stirring soup with a silicone ladle green or flipping eggs with a spatula, this set is ideal for everyday use. \\u2705Non-Scratch Silicone Utensils Protect Your Cookware \\u2013 The silicone spatula for cooking glides smoothly under food without scratching your pots and pans, preserving your non-stick cookware. The soft silicone utensils for cooking heads are designed to protect your kitchen utensils set, while resisting stains and odors. Whether using the silicone skimmer or the spatula turner, your cookware remains scratch-free and in perfect condition. \\u2705Dishwasher Safe for Easy Cleaning \\u2013 This dishwasher safe spatula set is designed for hassle-free cleaning. These utensilios de cocina de silicona can be easily cleaned by hand or in the dishwasher, making them perfect for busy kitchens. The silicone spatula set is stain and odor-resistant, ensuring that these silicone spatulas maintain their quality with every use. Enjoy the convenience of having a clean silicone kitchen utensil set after every meal.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Ivory White\"}],\n\"promotion_items\": [{\"title\": \"Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Stainless Steel Khaki)\", \"asin\": \"B0BXP37T7R\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"COWBOY SPATULA Mesquite Wood Spatula - Original Handmade in Texas Made in USA For N...\", \"asin\": \"B0C9N1GHSN\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"KSENDALO Thin Kitchen Spatula Turner for Egg,Fish, Slotted Flexible Plastic Spatula for Nonstick Cookware, Idea Kitchen Utensil for Egg, Bacon, Fish, Pancakes\", \"asin\": \"B01E8NH1OW\", \"price\": \"$8.47\", \"quantity\": \"\"},\n{\"title\": \"Wooden Spurtle Set 5 Pcs,Natural Acacia Spurtles Kitchen Tools Wooden Spurtles for ...\", \"asin\": \"B0DZWTKGX4\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"HOTEC Heat Resistant 600\\u2109 Food Grade Silicone Rubber Spatula Set for Baking, Cooking, and Mixing Non Stick Dishwasher Safe BPA-Free Multicolor Set of 5\", \"asin\": \"B084H89YLC\", \"price\": \"$8.56\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...\", \"asin\": \"B0DQ6TSGP6\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Spatulas set for kitchen: Heat Resistant Turner & Slotted Silicone Spatula...\", \"asin\": \"B0DFB9SF7Q\", \"price\": \"$8.49\", \"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\": \"2025-05-03T08:25:37.934Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DSBQBJPC"},
{"title": "Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen"},
{"price": "$9.99"},
{"bullet_list": "\u2705Versatile 3-Piece Spatula Set for All Cooking Needs \u2013 This kitchen essentials set includes a silicone spatula for flipping delicate foods, a silicone skimmer spoon for draining liquids, and a silicone ladle for serving hot soups. Ideal for both home cooks and chefs, this silicone cooking utensils set is lightweight, making it easy to handle a variety of tasks, from frying to baking. The perfect cooking utensils set to meet your everyday kitchen needs. \u2705Durable and Heat-Resistant for Safe Cooking \u2013 Crafted from BPA free silicone cooking utensils, these spatulas silicone heat resistant withstand temperatures up to 600\u00b0F/315\u00b0C, ensuring they won\u2019t melt or deform. Perfect for use with non-stick cookware and bakeware, the robust rubber spatulas silicone heat resistant material is designed for long-lasting durability. These silicone kitchen utensils are essential for safe cooking in any kitchen. \u2705Ergonomic Non-Slip Handle for Comfort \u2013 Each utensil in this silicone kitchen utensils set features an ergonomically designed handle with a non-slip grip for comfortable and secure control while cooking. The spatulas silicone heat resistant wood handle includes a handy hanging hole for easy storage. Whether you\u2019re stirring soup with a silicone ladle green or flipping eggs with a spatula, this set is ideal for everyday use. \u2705Non-Scratch Silicone Utensils Protect Your Cookware \u2013 The silicone spatula for cooking glides smoothly under food without scratching your pots and pans, preserving your non-stick cookware. The soft silicone utensils for cooking heads are designed to protect your kitchen utensils set, while resisting stains and odors. Whether using the silicone skimmer or the spatula turner, your cookware remains scratch-free and in perfect condition. \u2705Dishwasher Safe for Easy Cleaning \u2013 This dishwasher safe spatula set is designed for hassle-free cleaning. These utensilios de cocina de silicona can be easily cleaned by hand or in the dishwasher, making them perfect for busy kitchens. The silicone spatula set is stain and odor-resistant, ensuring that these silicone spatulas maintain their quality with every use. Enjoy the convenience of having a clean silicone kitchen utensil set after every meal."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Ivory White"}],
"promotion_items": [{"title": "Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Stainless Steel Khaki)", "asin": "B0BXP37T7R", "price": "$13.49", "quantity": ""},
{"title": "COWBOY SPATULA Mesquite Wood Spatula - Original Handmade in Texas Made in USA For N...", "asin": "B0C9N1GHSN", "price": "$24.95", "quantity": ""},
{"title": "KSENDALO Thin Kitchen Spatula Turner for Egg,Fish, Slotted Flexible Plastic Spatula for Nonstick Cookware, Idea Kitchen Utensil for Egg, Bacon, Fish, Pancakes", "asin": "B01E8NH1OW", "price": "$8.47", "quantity": ""},
{"title": "Wooden Spurtle Set 5 Pcs,Natural Acacia Spurtles Kitchen Tools Wooden Spurtles for ...", "asin": "B0DZWTKGX4", "price": "$14.99", "quantity": ""},
{"title": "HOTEC Heat Resistant 600\u2109 Food Grade Silicone Rubber Spatula Set for Baking, Cooking, and Mixing Non Stick Dishwasher Safe BPA-Free Multicolor Set of 5", "asin": "B084H89YLC", "price": "$8.56", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "Silicone Spatulas set for kitchen: Heat Resistant Turner & Slotted Silicone Spatula...", "asin": "B0DFB9SF7Q", "price": "$8.49", "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": "2025-05-03T08:25:37.934Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:25:37.934Z
|
purchase
|
B0DSBQBJPC
|
rule
|
2025-05-03T08:25:37.934Z
|
purchase
|
B0DSBQBJPC
|
train
| 444 |
2025-05-03T08:25:37.934Z
|
purchase
|
B0DSBQBJPC
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "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": "wok+spatula"}],
"cart_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"product_details": [{"asin": "B0DSBQBJPC"},
{"title": "Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen"},
{"price": "$9.99"},
{"bullet_list": "\u2705Versatile 3-Piece Spatula Set for All Cooking Needs \u2013 This kitchen essentials set includes a silicone spatula for flipping delicate foods, a silicone skimmer spoon for draining liquids, and a silicone ladle for serving hot soups. Ideal for both home cooks and chefs, this silicone cooking utensils set is lightweight, making it easy to handle a variety of tasks, from frying to baking. The perfect cooking utensils set to meet your everyday kitchen needs. \u2705Durable and Heat-Resistant for Safe Cooking \u2013 Crafted from BPA free silicone cooking utensils, these spatulas silicone heat resistant withstand temperatures up to 600\u00b0F/315\u00b0C, ensuring they won\u2019t melt or deform. Perfect for use with non-stick cookware and bakeware, the robust rubber spatulas silicone heat resistant material is designed for long-lasting durability. These silicone kitchen utensils are essential for safe cooking in any kitchen. \u2705Ergonomic Non-Slip Handle for Comfort \u2013 Each utensil in this silicone kitchen utensils set features an ergonomically designed handle with a non-slip grip for comfortable and secure control while cooking. The spatulas silicone heat resistant wood handle includes a handy hanging hole for easy storage. Whether you\u2019re stirring soup with a silicone ladle green or flipping eggs with a spatula, this set is ideal for everyday use. \u2705Non-Scratch Silicone Utensils Protect Your Cookware \u2013 The silicone spatula for cooking glides smoothly under food without scratching your pots and pans, preserving your non-stick cookware. The soft silicone utensils for cooking heads are designed to protect your kitchen utensils set, while resisting stains and odors. Whether using the silicone skimmer or the spatula turner, your cookware remains scratch-free and in perfect condition. \u2705Dishwasher Safe for Easy Cleaning \u2013 This dishwasher safe spatula set is designed for hassle-free cleaning. These utensilios de cocina de silicona can be easily cleaned by hand or in the dishwasher, making them perfect for busy kitchens. The silicone spatula set is stain and odor-resistant, ensuring that these silicone spatulas maintain their quality with every use. Enjoy the convenience of having a clean silicone kitchen utensil set after every meal."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Ivory White"}],
"promotion_items": [{"title": "Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Stainless Steel Khaki)", "asin": "B0BXP37T7R", "price": "$13.49", "quantity": ""},
{"title": "COWBOY SPATULA Mesquite Wood Spatula - Original Handmade in Texas Made in USA For N...", "asin": "B0C9N1GHSN", "price": "$24.95", "quantity": ""},
{"title": "KSENDALO Thin Kitchen Spatula Turner for Egg,Fish, Slotted Flexible Plastic Spatula for Nonstick Cookware, Idea Kitchen Utensil for Egg, Bacon, Fish, Pancakes", "asin": "B01E8NH1OW", "price": "$8.47", "quantity": ""},
{"title": "Wooden Spurtle Set 5 Pcs,Natural Acacia Spurtles Kitchen Tools Wooden Spurtles for ...", "asin": "B0DZWTKGX4", "price": "$14.99", "quantity": ""},
{"title": "HOTEC Heat Resistant 600\u2109 Food Grade Silicone Rubber Spatula Set for Baking, Cooking, and Mixing Non Stick Dishwasher Safe BPA-Free Multicolor Set of 5", "asin": "B084H89YLC", "price": "$8.56", "quantity": ""},
{"title": "2 Pack Wooden Spatula, Acacia Wood Long Handle Flat Frying Turner, Handmade wooden ...", "asin": "B0DQ6TSGP6", "price": "$9.99", "quantity": ""},
{"title": "Silicone Spatulas set for kitchen: Heat Resistant Turner & Slotted Silicone Spatula...", "asin": "B0DFB9SF7Q", "price": "$8.49", "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": "2025-05-03T08:25:37.934Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\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\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\", \"asin\": \"B0DSCYKRB4\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\", \"asin\": \"B0DSBQBJPC\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"price\": \"$9.49\", \"quantity\": \"1\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"price\": \"$8.97\", \"quantity\": \"1\"},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"price\": \"$7.97\", \"quantity\": \"1\"},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"price\": \"$1.47\", \"quantity\": \"1\"},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"price\": \"$596.95\", \"quantity\": \"1\"},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"price\": \"$699.99\", \"quantity\": \"1\"},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"price\": \"$38.99\", \"quantity\": \"1\"},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz\", \"asin\": \"B0B94NP8RW\", \"price\": \"$2.99\"}],\n\"promotion_items\": [{\"title\": \"FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware Wooden Handle (Walnut Handle-Spatulas 2PCS)\", \"asin\": \"B0DQSC3WB2\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Red)\", \"asin\": \"B08M33TH51\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware (Black Stainless Steel-2PCS)\", \"asin\": \"B0DLSZC5RN\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"DI ORO Silicone Spatula - 600\\u00b0F Heat-Resistant Rubber Kitchen Spatula for Baking, Scraping, & Mixing - BPA Free Nonstick Cookware Safe Flexible Utensil for Cooking - Seamless & Dishwasher Safe (Black)\", \"asin\": \"B00LBFWJB6\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"3-Piece Silicone Spatula Scrapers: Doosu 600\\u00b0F Heat Resistant Food Grade Kitchen BPA Free Rubber Baking Cooking Tool Nonstick Utensil Set for Mixing, Scraping, Folding, Stirring, Serving (Multi-5)\", \"asin\": \"B0DR5PTD1H\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"4-Piece Silicone Spatula Scrapers: Doosu 600\\u00b0F Heat Resistant Food Grade Kitchen BPA Free Rubber Baking Cooking Tool Nonstick Utensil Set for Mixing, Scraping, Folding, Stirring, Serving (Multi-3)\", \"asin\": \"B0DR5SHZXG\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Big-Middle-Mini Pack of 3 Black Nylon Turners, Non Stick KItchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ldeal Cookware for Pancake, Vegetable and Cookies\", \"asin\": \"B09C5V2CVK\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Doosu Silicone Scraper Spoon Spatulas, 600\\u00b0F Heat Resistant BPA Free Rubber Flat Spatula, Kitchen Mixing Stirring Cooking Spoonula, Non-Stick Dishwasher Safe Baking Supplies (2 Pcs, Aqua+Red)\", \"asin\": \"B0DR2ZKNYJ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Norme 4 Pcs High Temp Silicone Spatulas Heat Resistant Rubber Spatula Commercial Silicone Scraper with Handle for Kitchen Cook Baking Mixing Utensil, Dishwasher Safe (14 Inch)\", \"asin\": \"B0D2NVWJG5\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nuwave Mosaic Induction Wok, Precise Temp Controls from 100\\u00b0F to 575\\u00b0F in 5\\u00b0F, Wok Hei, Infuse Complex Charred Aroma & Flavor, 3 Watts 600,900 & 1500, Authentic 14-inch Carbon Steel Wok Included,Black\", \"asin\": \"B077GL6BJY\", \"price\": \"$233.98\", \"quantity\": \"\"},\n{\"title\": \"2Pack Traditional Natural Bamboo Wok Brushes, Kitchen Cleaning Brush, Bamboo Kitchen pan Brush, for Cleaning Dishes, Cast Iron Pots, Pans, Vegetables and Sink\\u3002\", \"asin\": \"B09BM27DK4\", \"price\": \"$10.89\", \"quantity\": \"\"},\n{\"title\": \"YOSUKATA Wok Lid 13.6 Inch - Premium Stainless Griddle Dome with Tempered Glass Insert Steam Holes - Dishwasher-Safe Round Wok Cover for 14\\\" Wok - Chees Melting Dome for Griddle - Grill Basting Cover\", \"asin\": \"B09CDXNVTZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Duster Refills for Swiffer Dusters, 35 Count Disposable Duster Refill Heavy Duty Dusters Refills Replacement Head\", \"asin\": \"B0D5X7CQF7\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"chaganju Dashi Stock (dashi broth, dashi packet), Umami dashi Soup Stock, Use 8 carefully selected ingredients, Made in Japan, 8g\\u00d715pacs\", \"asin\": \"B0845Q7FTN\", \"price\": \"$18.68\", \"quantity\": \"\"},\n{\"title\": \"YOSUKATA Blue Round Bottom Woks and Stir Fry Pans 14in - Chinese Hammered Carbon Steel Pow Wok - Traditional Chinese Japanese Cookware (14\\\", Blue)\", \"asin\": \"B08HMWZLZY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Clothes Pins Heavy Duty 30 Pack, 2.17 Inch Metal Chip Clips, Clothespins for Photo Drying Clothesline Laundry Sock, Bag Clips for Food Kitchen Stainless Steel with Rubber, 6 Colors\", \"asin\": \"B0D1JSGFG3\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"YOSUKATA Carbon Steel Wok Pan \\u2013 13,5 \\u201c Stir Fry Pans with Flat Bottom - Pow Wok - Traditional Japanese Chinese Cookware for Induction Electric Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping\", \"asin\": \"B084DQYNNM\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Lodge LPGI3 Cast Iron Reversible Grill/Griddle, 20-inch x 10.44-inch, Black\", \"asin\": \"B00008GKDQ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Capsules Vertuo, Variety Pack, Medium and Dark Roast Coffee, 30 Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Ply Flex-Sheets Paper Towels, 12 Basics Rolls = 32 Regular Rolls, Everyday Value with 150 Sheets per Roll\", \"asin\": \"\", \"price\": \"$22.86\", \"quantity\": \"\"},\n{\"title\": \"Sparkle Pick-A-Size Paper Towels, Spirited Prints, 6 Double Rolls = 12 Regular Rolls, Everyday Value Paper Towel With Full And Half Sheets\", \"asin\": \"\", \"price\": \"$7.92\", \"quantity\": \"\"},\n{\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 40 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Stargaze\", \"asin\": \"\", \"price\": \"$33.69\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"\", \"price\": \"$5.97\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)\", \"asin\": \"\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)\", \"asin\": \"\", \"price\": \"$6.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Brand - Happy Belly Dark Roast Coffee Pods, French Roast, Compatible with Keurig 2.0 K-Cup Brewers, 100 Count\", \"asin\": \"\", \"price\": \"$22.04\", \"quantity\": \"\"},\n{\"title\": \"Amazon Brand - Solimo Dark Roast Coffee Pods, Compatible with Keurig 2.0 K-Cup Brewers 100 Count(Pack of 1)\", \"asin\": \"\", \"price\": \"$25.55\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Capsules Vertuo, Double Espresso Chiaro, Medium Roast Espresso Coffee, 30-Count Coffee Pods, Brews 2.7oz.\", \"asin\": \"\", \"price\": \"$37.50\", \"quantity\": \"\"},\n{\"title\": \"Brawny Tear-A-Square Paper Towels, 6 Double Rolls = 12 Regular Rolls, 3 Sheet Sizes (Quarter, Half, Full), Strength for All Messes, Cleanups, and Meal Prep\", \"asin\": \"\", \"price\": \"$13.68\", \"quantity\": \"\"},\n{\"title\": \"Starbucks K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)\", \"asin\": \"\", \"price\": \"$46.64\", \"quantity\": \"\"},\n{\"title\": \"MedPride Powder-Free Nitrile Exam Gloves, Iris Blue, Medium, Box/100\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DOVE MEN + CARE Fortifying 2 in 1 Shampoo and Conditioner Fresh and Clean with Caffeine for Normal to Oily Hair Helps Strengthen Thinning Hair 3 oz\", \"asin\": \"\", \"price\": \"$1.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Spatula Turner Set of 3, Beijiyi 600\\u00b0F Heat Resistant Cooking Spatulas for Nonstick Cookware, Large Flexible Kitchen Utensils BPA Free Rubber Spatula Set for Egg, Pancake, Fish, Burger\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SheaMoisture Conditioner 100% Pure Jamaican Black Castor Oil to Intensely Smooth and Nourish Hair with Shea Butter, Peppermint and Apple Cider Vinegar 13 oz\", \"asin\": \"\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Dove Men+Care Antiperspirant Deodorant Stick Clean Comfort 72-Hour Sweat & Odor Protection Antiperspirant for Men With 1/4 Moisturizing Cream 0.5 oz\", \"asin\": \"\", \"price\": \"$1.19\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"\", \"price\": \"$1.99\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Positively Radiant Skin Brightening Exfoliating Daily Facial Scrub ,2.0 oz\", \"asin\": \"\", \"price\": \"$4.79\", \"quantity\": \"\"},\n{\"title\": \"Shea Moisture 100 Percent Virgin Coconut Oil Leave-In Treatment, 8 Ounce\", \"asin\": \"\", \"price\": \"$8.96\", \"quantity\": \"\"},\n{\"title\": \"Walfos Silicone Whisk,Stainless Steel Wire Whisk Set of 3 -Heat Resistant 480\\u00b0F Kitchen Whisks for Non-stick Cookware,Balloon Egg Beater Perfect for Blending,Whisking,Beating,Frothing & Stirring,Black\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Ogx Nourishing Coconut Milk Shampoo & Conditioner Travel Size - 3 Oz. Each\", \"asin\": \"\", \"price\": \"$9.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:25:51.044Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|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": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "price": "$9.99", "quantity": "1"},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "price": "$9.99", "quantity": "1"},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"promotion_items": [{"title": "FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware Wooden Handle (Walnut Handle-Spatulas 2PCS)", "asin": "B0DQSC3WB2", "price": "$15.99", "quantity": ""},
{"title": "Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Red)", "asin": "B08M33TH51", "price": "$13.49", "quantity": ""},
{"title": "FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware (Black Stainless Steel-2PCS)", "asin": "B0DLSZC5RN", "price": "$19.99", "quantity": ""},
{"title": "DI ORO Silicone Spatula - 600\u00b0F Heat-Resistant Rubber Kitchen Spatula for Baking, Scraping, & Mixing - BPA Free Nonstick Cookware Safe Flexible Utensil for Cooking - Seamless & Dishwasher Safe (Black)", "asin": "B00LBFWJB6", "price": "$13.97", "quantity": ""},
{"title": "3-Piece Silicone Spatula Scrapers: Doosu 600\u00b0F Heat Resistant Food Grade Kitchen BPA Free Rubber Baking Cooking Tool Nonstick Utensil Set for Mixing, Scraping, Folding, Stirring, Serving (Multi-5)", "asin": "B0DR5PTD1H", "price": "$15.29", "quantity": ""},
{"title": "4-Piece Silicone Spatula Scrapers: Doosu 600\u00b0F Heat Resistant Food Grade Kitchen BPA Free Rubber Baking Cooking Tool Nonstick Utensil Set for Mixing, Scraping, Folding, Stirring, Serving (Multi-3)", "asin": "B0DR5SHZXG", "price": "$16.99", "quantity": ""},
{"title": "Big-Middle-Mini Pack of 3 Black Nylon Turners, Non Stick KItchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ldeal Cookware for Pancake, Vegetable and Cookies", "asin": "B09C5V2CVK", "price": "", "quantity": ""},
{"title": "Doosu Silicone Scraper Spoon Spatulas, 600\u00b0F Heat Resistant BPA Free Rubber Flat Spatula, Kitchen Mixing Stirring Cooking Spoonula, Non-Stick Dishwasher Safe Baking Supplies (2 Pcs, Aqua+Red)", "asin": "B0DR2ZKNYJ", "price": "", "quantity": ""},
{"title": "Norme 4 Pcs High Temp Silicone Spatulas Heat Resistant Rubber Spatula Commercial Silicone Scraper with Handle for Kitchen Cook Baking Mixing Utensil, Dishwasher Safe (14 Inch)", "asin": "B0D2NVWJG5", "price": "", "quantity": ""},
{"title": "Nuwave Mosaic Induction Wok, Precise Temp Controls from 100\u00b0F to 575\u00b0F in 5\u00b0F, Wok Hei, Infuse Complex Charred Aroma & Flavor, 3 Watts 600,900 & 1500, Authentic 14-inch Carbon Steel Wok Included,Black", "asin": "B077GL6BJY", "price": "$233.98", "quantity": ""},
{"title": "2Pack Traditional Natural Bamboo Wok Brushes, Kitchen Cleaning Brush, Bamboo Kitchen pan Brush, for Cleaning Dishes, Cast Iron Pots, Pans, Vegetables and Sink\u3002", "asin": "B09BM27DK4", "price": "$10.89", "quantity": ""},
{"title": "YOSUKATA Wok Lid 13.6 Inch - Premium Stainless Griddle Dome with Tempered Glass Insert Steam Holes - Dishwasher-Safe Round Wok Cover for 14\" Wok - Chees Melting Dome for Griddle - Grill Basting Cover", "asin": "B09CDXNVTZ", "price": "$39.99", "quantity": ""},
{"title": "Duster Refills for Swiffer Dusters, 35 Count Disposable Duster Refill Heavy Duty Dusters Refills Replacement Head", "asin": "B0D5X7CQF7", "price": "$17.98", "quantity": ""},
{"title": "chaganju Dashi Stock (dashi broth, dashi packet), Umami dashi Soup Stock, Use 8 carefully selected ingredients, Made in Japan, 8g\u00d715pacs", "asin": "B0845Q7FTN", "price": "$18.68", "quantity": ""},
{"title": "YOSUKATA Blue Round Bottom Woks and Stir Fry Pans 14in - Chinese Hammered Carbon Steel Pow Wok - Traditional Chinese Japanese Cookware (14\", Blue)", "asin": "B08HMWZLZY", "price": "$89.99", "quantity": ""},
{"title": "Clothes Pins Heavy Duty 30 Pack, 2.17 Inch Metal Chip Clips, Clothespins for Photo Drying Clothesline Laundry Sock, Bag Clips for Food Kitchen Stainless Steel with Rubber, 6 Colors", "asin": "B0D1JSGFG3", "price": "$8.99", "quantity": ""},
{"title": "YOSUKATA Carbon Steel Wok Pan \u2013 13,5 \u201c Stir Fry Pans with Flat Bottom - Pow Wok - Traditional Japanese Chinese Cookware for Induction Electric Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping", "asin": "B084DQYNNM", "price": "", "quantity": ""},
{"title": "Lodge LPGI3 Cast Iron Reversible Grill/Griddle, 20-inch x 10.44-inch, Black", "asin": "B00008GKDQ", "price": "", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "", "price": "$24.42", "quantity": ""},
{"title": "Nespresso Capsules Vertuo, Variety Pack, Medium and Dark Roast Coffee, 30 Count Coffee Pods, Brews 7.8 oz.", "asin": "", "price": "$39.00", "quantity": ""},
{"title": "Amazon Basics 2-Ply Flex-Sheets Paper Towels, 12 Basics Rolls = 32 Regular Rolls, Everyday Value with 150 Sheets per Roll", "asin": "", "price": "$22.86", "quantity": ""},
{"title": "Sparkle Pick-A-Size Paper Towels, Spirited Prints, 6 Double Rolls = 12 Regular Rolls, Everyday Value Paper Towel With Full And Half Sheets", "asin": "", "price": "$7.92", "quantity": ""},
{"title": "Stanley Quencher H2.0 Tumbler with Handle and Straw 40 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Stargaze", "asin": "", "price": "$33.69", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "", "price": "$5.97", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)", "asin": "", "price": "$27.99", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "", "price": "$6.84", "quantity": ""},
{"title": "Amazon Brand - Happy Belly Dark Roast Coffee Pods, French Roast, Compatible with Keurig 2.0 K-Cup Brewers, 100 Count", "asin": "", "price": "$22.04", "quantity": ""},
{"title": "Amazon Brand - Solimo Dark Roast Coffee Pods, Compatible with Keurig 2.0 K-Cup Brewers 100 Count(Pack of 1)", "asin": "", "price": "$25.55", "quantity": ""},
{"title": "Nespresso Capsules Vertuo, Double Espresso Chiaro, Medium Roast Espresso Coffee, 30-Count Coffee Pods, Brews 2.7oz.", "asin": "", "price": "$37.50", "quantity": ""},
{"title": "Brawny Tear-A-Square Paper Towels, 6 Double Rolls = 12 Regular Rolls, 3 Sheet Sizes (Quarter, Half, Full), Strength for All Messes, Cleanups, and Meal Prep", "asin": "", "price": "$13.68", "quantity": ""},
{"title": "Starbucks K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)", "asin": "", "price": "$46.64", "quantity": ""},
{"title": "MedPride Powder-Free Nitrile Exam Gloves, Iris Blue, Medium, Box/100", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "DOVE MEN + CARE Fortifying 2 in 1 Shampoo and Conditioner Fresh and Clean with Caffeine for Normal to Oily Hair Helps Strengthen Thinning Hair 3 oz", "asin": "", "price": "$1.99", "quantity": ""},
{"title": "Silicone Spatula Turner Set of 3, Beijiyi 600\u00b0F Heat Resistant Cooking Spatulas for Nonstick Cookware, Large Flexible Kitchen Utensils BPA Free Rubber Spatula Set for Egg, Pancake, Fish, Burger", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "SheaMoisture Conditioner 100% Pure Jamaican Black Castor Oil to Intensely Smooth and Nourish Hair with Shea Butter, Peppermint and Apple Cider Vinegar 13 oz", "asin": "", "price": "$9.97", "quantity": ""},
{"title": "Dove Men+Care Antiperspirant Deodorant Stick Clean Comfort 72-Hour Sweat & Odor Protection Antiperspirant for Men With 1/4 Moisturizing Cream 0.5 oz", "asin": "", "price": "$1.19", "quantity": ""},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary", "asin": "", "price": "$1.99", "quantity": ""},
{"title": "Aveeno Positively Radiant Skin Brightening Exfoliating Daily Facial Scrub ,2.0 oz", "asin": "", "price": "$4.79", "quantity": ""},
{"title": "Shea Moisture 100 Percent Virgin Coconut Oil Leave-In Treatment, 8 Ounce", "asin": "", "price": "$8.96", "quantity": ""},
{"title": "Walfos Silicone Whisk,Stainless Steel Wire Whisk Set of 3 -Heat Resistant 480\u00b0F Kitchen Whisks for Non-stick Cookware,Balloon Egg Beater Perfect for Blending,Whisking,Beating,Frothing & Stirring,Black", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "Ogx Nourishing Coconut Milk Shampoo & Conditioner Travel Size - 3 Oz. Each", "asin": "", "price": "$9.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:25:51.044Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:25:51.044Z
|
click
|
nav_bar
|
rule
|
2025-05-03T08:25:51.044Z
|
click
|
nav_bar
|
train
| 445 |
2025-05-03T08:25:51.044Z
|
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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|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": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "price": "$9.99", "quantity": "1"},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "price": "$9.99", "quantity": "1"},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "price": "$8.99", "quantity": "1"},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "price": "$9.49", "quantity": "1"},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "price": "$8.97", "quantity": "1"},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "price": "$7.97", "quantity": "1"},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "price": "$1.99", "quantity": "1"},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "price": "$1.47", "quantity": "1"},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$596.95", "quantity": "1"},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "price": "$699.99", "quantity": "1"},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "price": "$12.99", "quantity": "1"},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "price": "$38.99", "quantity": "1"},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "price": "$28.99", "quantity": "1"},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "price": "$6.99", "quantity": "1"},
{"title": "Suave Essentials Gentle Body Wash, With a Sweet Oil Blend Essence, Milk & Honey Infused with Vitamin E & Honey Extract 18 oz", "asin": "B0B94NP8RW", "price": "$2.99"}],
"promotion_items": [{"title": "FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware Wooden Handle (Walnut Handle-Spatulas 2PCS)", "asin": "B0DQSC3WB2", "price": "$15.99", "quantity": ""},
{"title": "Pack of 2 Silicone Solid Turner, Non Stick Slotted Kitchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ideal Cookware for Fish, Eggs, Pancakes(Red)", "asin": "B08M33TH51", "price": "$13.49", "quantity": ""},
{"title": "FJNATINH Silicone Wok Spatula,Slotted Spatulas,Ladle,Skimmer Ladle Tool Set,Non Stick Heat-Resistant Cooking Utensils BPA Free Kitchen Utensils Cookware (Black Stainless Steel-2PCS)", "asin": "B0DLSZC5RN", "price": "$19.99", "quantity": ""},
{"title": "DI ORO Silicone Spatula - 600\u00b0F Heat-Resistant Rubber Kitchen Spatula for Baking, Scraping, & Mixing - BPA Free Nonstick Cookware Safe Flexible Utensil for Cooking - Seamless & Dishwasher Safe (Black)", "asin": "B00LBFWJB6", "price": "$13.97", "quantity": ""},
{"title": "3-Piece Silicone Spatula Scrapers: Doosu 600\u00b0F Heat Resistant Food Grade Kitchen BPA Free Rubber Baking Cooking Tool Nonstick Utensil Set for Mixing, Scraping, Folding, Stirring, Serving (Multi-5)", "asin": "B0DR5PTD1H", "price": "$15.29", "quantity": ""},
{"title": "4-Piece Silicone Spatula Scrapers: Doosu 600\u00b0F Heat Resistant Food Grade Kitchen BPA Free Rubber Baking Cooking Tool Nonstick Utensil Set for Mixing, Scraping, Folding, Stirring, Serving (Multi-3)", "asin": "B0DR5SHZXG", "price": "$16.99", "quantity": ""},
{"title": "Big-Middle-Mini Pack of 3 Black Nylon Turners, Non Stick KItchen Spatulas, High Heat Resistant BPA Free Cooking Utensils, Ldeal Cookware for Pancake, Vegetable and Cookies", "asin": "B09C5V2CVK", "price": "", "quantity": ""},
{"title": "Doosu Silicone Scraper Spoon Spatulas, 600\u00b0F Heat Resistant BPA Free Rubber Flat Spatula, Kitchen Mixing Stirring Cooking Spoonula, Non-Stick Dishwasher Safe Baking Supplies (2 Pcs, Aqua+Red)", "asin": "B0DR2ZKNYJ", "price": "", "quantity": ""},
{"title": "Norme 4 Pcs High Temp Silicone Spatulas Heat Resistant Rubber Spatula Commercial Silicone Scraper with Handle for Kitchen Cook Baking Mixing Utensil, Dishwasher Safe (14 Inch)", "asin": "B0D2NVWJG5", "price": "", "quantity": ""},
{"title": "Nuwave Mosaic Induction Wok, Precise Temp Controls from 100\u00b0F to 575\u00b0F in 5\u00b0F, Wok Hei, Infuse Complex Charred Aroma & Flavor, 3 Watts 600,900 & 1500, Authentic 14-inch Carbon Steel Wok Included,Black", "asin": "B077GL6BJY", "price": "$233.98", "quantity": ""},
{"title": "2Pack Traditional Natural Bamboo Wok Brushes, Kitchen Cleaning Brush, Bamboo Kitchen pan Brush, for Cleaning Dishes, Cast Iron Pots, Pans, Vegetables and Sink\u3002", "asin": "B09BM27DK4", "price": "$10.89", "quantity": ""},
{"title": "YOSUKATA Wok Lid 13.6 Inch - Premium Stainless Griddle Dome with Tempered Glass Insert Steam Holes - Dishwasher-Safe Round Wok Cover for 14\" Wok - Chees Melting Dome for Griddle - Grill Basting Cover", "asin": "B09CDXNVTZ", "price": "$39.99", "quantity": ""},
{"title": "Duster Refills for Swiffer Dusters, 35 Count Disposable Duster Refill Heavy Duty Dusters Refills Replacement Head", "asin": "B0D5X7CQF7", "price": "$17.98", "quantity": ""},
{"title": "chaganju Dashi Stock (dashi broth, dashi packet), Umami dashi Soup Stock, Use 8 carefully selected ingredients, Made in Japan, 8g\u00d715pacs", "asin": "B0845Q7FTN", "price": "$18.68", "quantity": ""},
{"title": "YOSUKATA Blue Round Bottom Woks and Stir Fry Pans 14in - Chinese Hammered Carbon Steel Pow Wok - Traditional Chinese Japanese Cookware (14\", Blue)", "asin": "B08HMWZLZY", "price": "$89.99", "quantity": ""},
{"title": "Clothes Pins Heavy Duty 30 Pack, 2.17 Inch Metal Chip Clips, Clothespins for Photo Drying Clothesline Laundry Sock, Bag Clips for Food Kitchen Stainless Steel with Rubber, 6 Colors", "asin": "B0D1JSGFG3", "price": "$8.99", "quantity": ""},
{"title": "YOSUKATA Carbon Steel Wok Pan \u2013 13,5 \u201c Stir Fry Pans with Flat Bottom - Pow Wok - Traditional Japanese Chinese Cookware for Induction Electric Gas Stovetops - Open Fire, BBQ, Grill, Outdoor Camping", "asin": "B084DQYNNM", "price": "", "quantity": ""},
{"title": "Lodge LPGI3 Cast Iron Reversible Grill/Griddle, 20-inch x 10.44-inch, Black", "asin": "B00008GKDQ", "price": "", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "", "price": "$24.42", "quantity": ""},
{"title": "Nespresso Capsules Vertuo, Variety Pack, Medium and Dark Roast Coffee, 30 Count Coffee Pods, Brews 7.8 oz.", "asin": "", "price": "$39.00", "quantity": ""},
{"title": "Amazon Basics 2-Ply Flex-Sheets Paper Towels, 12 Basics Rolls = 32 Regular Rolls, Everyday Value with 150 Sheets per Roll", "asin": "", "price": "$22.86", "quantity": ""},
{"title": "Sparkle Pick-A-Size Paper Towels, Spirited Prints, 6 Double Rolls = 12 Regular Rolls, Everyday Value Paper Towel With Full And Half Sheets", "asin": "", "price": "$7.92", "quantity": ""},
{"title": "Stanley Quencher H2.0 Tumbler with Handle and Straw 40 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Stargaze", "asin": "", "price": "$33.69", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "", "price": "$5.97", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)", "asin": "", "price": "$27.99", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "", "price": "$6.84", "quantity": ""},
{"title": "Amazon Brand - Happy Belly Dark Roast Coffee Pods, French Roast, Compatible with Keurig 2.0 K-Cup Brewers, 100 Count", "asin": "", "price": "$22.04", "quantity": ""},
{"title": "Amazon Brand - Solimo Dark Roast Coffee Pods, Compatible with Keurig 2.0 K-Cup Brewers 100 Count(Pack of 1)", "asin": "", "price": "$25.55", "quantity": ""},
{"title": "Nespresso Capsules Vertuo, Double Espresso Chiaro, Medium Roast Espresso Coffee, 30-Count Coffee Pods, Brews 2.7oz.", "asin": "", "price": "$37.50", "quantity": ""},
{"title": "Brawny Tear-A-Square Paper Towels, 6 Double Rolls = 12 Regular Rolls, 3 Sheet Sizes (Quarter, Half, Full), Strength for All Messes, Cleanups, and Meal Prep", "asin": "", "price": "$13.68", "quantity": ""},
{"title": "Starbucks K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)", "asin": "", "price": "$46.64", "quantity": ""},
{"title": "MedPride Powder-Free Nitrile Exam Gloves, Iris Blue, Medium, Box/100", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "DOVE MEN + CARE Fortifying 2 in 1 Shampoo and Conditioner Fresh and Clean with Caffeine for Normal to Oily Hair Helps Strengthen Thinning Hair 3 oz", "asin": "", "price": "$1.99", "quantity": ""},
{"title": "Silicone Spatula Turner Set of 3, Beijiyi 600\u00b0F Heat Resistant Cooking Spatulas for Nonstick Cookware, Large Flexible Kitchen Utensils BPA Free Rubber Spatula Set for Egg, Pancake, Fish, Burger", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "SheaMoisture Conditioner 100% Pure Jamaican Black Castor Oil to Intensely Smooth and Nourish Hair with Shea Butter, Peppermint and Apple Cider Vinegar 13 oz", "asin": "", "price": "$9.97", "quantity": ""},
{"title": "Dove Men+Care Antiperspirant Deodorant Stick Clean Comfort 72-Hour Sweat & Odor Protection Antiperspirant for Men With 1/4 Moisturizing Cream 0.5 oz", "asin": "", "price": "$1.19", "quantity": ""},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary", "asin": "", "price": "$1.99", "quantity": ""},
{"title": "Aveeno Positively Radiant Skin Brightening Exfoliating Daily Facial Scrub ,2.0 oz", "asin": "", "price": "$4.79", "quantity": ""},
{"title": "Shea Moisture 100 Percent Virgin Coconut Oil Leave-In Treatment, 8 Ounce", "asin": "", "price": "$8.96", "quantity": ""},
{"title": "Walfos Silicone Whisk,Stainless Steel Wire Whisk Set of 3 -Heat Resistant 480\u00b0F Kitchen Whisks for Non-stick Cookware,Balloon Egg Beater Perfect for Blending,Whisking,Beating,Frothing & Stirring,Black", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "Ogx Nourishing Coconut Milk Shampoo & Conditioner Travel Size - 3 Oz. Each", "asin": "", "price": "$9.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:25:51.044Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:51.044Z\", \"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\": \"L\\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free\", \"asin\": \"B07BCCRWVT\", \"price\": \"$37.00\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYP8P64\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYPWHCM\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz\", \"asin\": \"B0DCXRQRRZ\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMS9CM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz\", \"asin\": \"B0DCY723YX\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)\", \"asin\": \"B0B3F8SLY7\", \"price\": \"$7.10\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFZCRKWH\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz\", \"asin\": \"B006MD1OHM\", \"price\": \"$1.89\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\", \"asin\": \"B0DSCYKRB4\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Brown\"}]},\n{\"title\": \"Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\", \"asin\": \"B0DSBQBJPC\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ivory White\"}]},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Wooden\"}]},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Set-5\"}, {\"Color\": \"Neutral\"}]},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"10.1 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"13 Ounce (Pack of 1)\"}]},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"lightly scented\"}, {\"Size\": \"2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery May 22 - Jun 7 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Blue\"}]},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Small\"}, {\"Color\": \"Denim Blue\"}]},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"delivery\": \"$16.99 delivery May 13 - 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Flower-D\"}]}],\n\"saved_items\": [{\"title\": \"Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in\", \"asin\": \"B0BVM8Q3SH\", \"options\": []},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$799.00\", \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$929.86\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"asin\": \"B0D798LVC9\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:26:23.491Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:26:23.491Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:26:23.491Z
|
click
|
cart_page_select
|
rule
|
2025-05-03T08:26:23.491Z
|
click
|
cart_page_select
|
train
| 446 |
2025-05-03T08:26:23.491Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:26:23.491Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:51.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:26:23.491Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"L\\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free\", \"asin\": \"B07BCCRWVT\", \"price\": \"$37.00\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYP8P64\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYPWHCM\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz\", \"asin\": \"B0DCXRQRRZ\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMS9CM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz\", \"asin\": \"B0DCY723YX\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)\", \"asin\": \"B0B3F8SLY7\", \"price\": \"$7.10\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFZCRKWH\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz\", \"asin\": \"B006MD1OHM\", \"price\": \"$1.89\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\", \"asin\": \"B0DSCYKRB4\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Brown\"}]},\n{\"title\": \"Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\", \"asin\": \"B0DSBQBJPC\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ivory White\"}]},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Wooden\"}]},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Set-5\"}, {\"Color\": \"Neutral\"}]},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"10.1 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"13 Ounce (Pack of 1)\"}]},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"lightly scented\"}, {\"Size\": \"2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery May 22 - Jun 7 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Blue\"}]},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Small\"}, {\"Color\": \"Denim Blue\"}]},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"delivery\": \"$16.99 delivery May 13 - 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Flower-D\"}]}],\n\"saved_items\": [{\"title\": \"Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in\", \"asin\": \"B0BVM8Q3SH\", \"options\": []},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$799.00\", \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$929.86\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"asin\": \"B0D798LVC9\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:26:24.121Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:26:24.121Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:26:24.121Z
|
click
|
cart_page_select
|
rule
|
2025-05-03T08:26:24.121Z
|
click
|
cart_page_select
|
train
| 447 |
2025-05-03T08:26:24.121Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:26:24.121Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:51.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:26:23.491Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:24.121Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"L\\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free\", \"asin\": \"B07BCCRWVT\", \"price\": \"$37.00\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYP8P64\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYPWHCM\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz\", \"asin\": \"B0DCXRQRRZ\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMS9CM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz\", \"asin\": \"B0DCY723YX\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)\", \"asin\": \"B0B3F8SLY7\", \"price\": \"$7.10\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFZCRKWH\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz\", \"asin\": \"B006MD1OHM\", \"price\": \"$1.89\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\", \"asin\": \"B0DSCYKRB4\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Brown\"}]},\n{\"title\": \"Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\", \"asin\": \"B0DSBQBJPC\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ivory White\"}]},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Wooden\"}]},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Set-5\"}, {\"Color\": \"Neutral\"}]},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"10.1 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"13 Ounce (Pack of 1)\"}]},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Scent\": \"lightly scented\"}, {\"Size\": \"2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery May 22 - Jun 7 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Blue\"}]},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Small\"}, {\"Color\": \"Denim Blue\"}]},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"delivery\": \"$16.99 delivery May 13 - 20\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Flower-D\"}]}],\n\"saved_items\": [{\"title\": \"Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in\", \"asin\": \"B0BVM8Q3SH\", \"options\": []},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$799.00\", \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$929.86\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"asin\": \"B0D798LVC9\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:26:27.745Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": true, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:26:27.745Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:26:27.745Z
|
click
|
cart_page_select
|
rule
|
2025-05-03T08:26:27.745Z
|
click
|
cart_page_select
|
train
| 448 |
2025-05-03T08:26:27.745Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": true, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:26:27.745Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:51.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:26:23.491Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:24.121Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:27.745Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"L\\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free\", \"asin\": \"B07BCCRWVT\", \"price\": \"$37.00\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYP8P64\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYPWHCM\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz\", \"asin\": \"B0DCXRQRRZ\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMS9CM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz\", \"asin\": \"B0DCY723YX\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)\", \"asin\": \"B0B3F8SLY7\", \"price\": \"$7.10\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFZCRKWH\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz\", \"asin\": \"B006MD1OHM\", \"price\": \"$1.89\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\", \"asin\": \"B0DSCYKRB4\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Brown\"}]},\n{\"title\": \"Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\", \"asin\": \"B0DSBQBJPC\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ivory White\"}]},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Wooden\"}]},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Set-5\"}, {\"Color\": \"Neutral\"}]},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"10.1 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"13 Ounce (Pack of 1)\"}]},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"lightly scented\"}, {\"Size\": \"2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery May 22 - Jun 7 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Blue\"}]},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Small\"}, {\"Color\": \"Denim Blue\"}]},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"delivery\": \"$16.99 delivery May 13 - 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Flower-D\"}]}],\n\"saved_items\": [{\"title\": \"Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in\", \"asin\": \"B0BVM8Q3SH\", \"options\": []},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$799.00\", \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$929.86\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"asin\": \"B0D798LVC9\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:27:00.613Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:00.613Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:27:00.613Z
|
click
|
cart_page_select
|
rule
|
2025-05-03T08:27:00.613Z
|
click
|
cart_page_select
|
train
| 449 |
2025-05-03T08:27:00.613Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:00.613Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:51.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:26:23.491Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:24.121Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:27.745Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.613Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"L\\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free\", \"asin\": \"B07BCCRWVT\", \"price\": \"$37.00\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYP8P64\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYPWHCM\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz\", \"asin\": \"B0DCXRQRRZ\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMS9CM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz\", \"asin\": \"B0DCY723YX\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)\", \"asin\": \"B0B3F8SLY7\", \"price\": \"$7.10\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFZCRKWH\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz\", \"asin\": \"B006MD1OHM\", \"price\": \"$1.89\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\", \"asin\": \"B0DSCYKRB4\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Brown\"}]},\n{\"title\": \"Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\", \"asin\": \"B0DSBQBJPC\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ivory White\"}]},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Wooden\"}]},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Set-5\"}, {\"Color\": \"Neutral\"}]},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"10.1 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"13 Ounce (Pack of 1)\"}]},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"lightly scented\"}, {\"Size\": \"2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery May 22 - Jun 7 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Blue\"}]},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Small\"}, {\"Color\": \"Denim Blue\"}]},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"delivery\": \"$16.99 delivery May 13 - 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Flower-D\"}]}],\n\"saved_items\": [{\"title\": \"Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in\", \"asin\": \"B0BVM8Q3SH\", \"options\": []},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$799.00\", \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$929.86\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"asin\": \"B0D798LVC9\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:27:00.643Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:00.643Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:27:00.643Z
|
click
|
cart_page_select
|
rule
|
2025-05-03T08:27:00.643Z
|
click
|
cart_page_select
|
train
| 450 |
2025-05-03T08:27:00.643Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:00.643Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:51.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:26:23.491Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:24.121Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:27.745Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.613Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.643Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"L\\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free\", \"asin\": \"B07BCCRWVT\", \"price\": \"$37.00\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYP8P64\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYPWHCM\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz\", \"asin\": \"B0DCXRQRRZ\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMS9CM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz\", \"asin\": \"B0DCY723YX\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)\", \"asin\": \"B0B3F8SLY7\", \"price\": \"$7.10\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFZCRKWH\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz\", \"asin\": \"B006MD1OHM\", \"price\": \"$1.89\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\", \"asin\": \"B0DSCYKRB4\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Brown\"}]},\n{\"title\": \"Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\", \"asin\": \"B0DSBQBJPC\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ivory White\"}]},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Wooden\"}]},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Set-5\"}, {\"Color\": \"Neutral\"}]},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"10.1 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"13 Ounce (Pack of 1)\"}]},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"lightly scented\"}, {\"Size\": \"2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery May 22 - Jun 7 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Blue\"}]},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Small\"}, {\"Color\": \"Denim Blue\"}]},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"delivery\": \"$16.99 delivery May 13 - 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Flower-D\"}]}],\n\"saved_items\": [{\"title\": \"Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in\", \"asin\": \"B0BVM8Q3SH\", \"options\": []},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$799.00\", \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$929.86\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"asin\": \"B0D798LVC9\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:27:06.492Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:06.492Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:27:06.492Z
|
click_product
|
B071DW92PC
|
rule
|
2025-05-03T08:27:06.492Z
|
click_product
|
B071DW92PC
|
train
| 451 |
2025-05-03T08:27:06.492Z
|
click_product
|
B071DW92PC
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:06.492Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:51.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:26:23.491Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:24.121Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:27.745Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.613Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.643Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:06.492Z\", \"action\": \"click_product\", \"action_argument\": \"B071DW92PC\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"L\\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free\", \"asin\": \"B07BCCRWVT\", \"price\": \"$37.00\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYP8P64\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYPWHCM\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz\", \"asin\": \"B0DCXRQRRZ\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMS9CM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz\", \"asin\": \"B0DCY723YX\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)\", \"asin\": \"B0B3F8SLY7\", \"price\": \"$7.10\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFZCRKWH\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz\", \"asin\": \"B006MD1OHM\", \"price\": \"$1.89\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\", \"asin\": \"B0DSCYKRB4\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Brown\"}]},\n{\"title\": \"Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\", \"asin\": \"B0DSBQBJPC\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ivory White\"}]},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Wooden\"}]},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Set-5\"}, {\"Color\": \"Neutral\"}]},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"10.1 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"13 Ounce (Pack of 1)\"}]},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"lightly scented\"}, {\"Size\": \"2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery May 22 - Jun 7 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Blue\"}]},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Small\"}, {\"Color\": \"Denim Blue\"}]},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"delivery\": \"$16.99 delivery May 13 - 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Flower-D\"}]}],\n\"saved_items\": [{\"title\": \"Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in\", \"asin\": \"B0BVM8Q3SH\", \"options\": []},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$799.00\", \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$929.86\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"asin\": \"B0D798LVC9\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:27:21.010Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:06.492Z", "action": "click_product", "action_argument": "B071DW92PC"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:21.010Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:27:21.010Z
|
click
|
cart_page_select
|
rule
|
2025-05-03T08:27:21.010Z
|
click
|
cart_page_select
|
train
| 452 |
2025-05-03T08:27:21.010Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:06.492Z", "action": "click_product", "action_argument": "B071DW92PC"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:21.010Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:51.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:26:23.491Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:24.121Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:27.745Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.613Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.643Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:06.492Z\", \"action\": \"click_product\", \"action_argument\": \"B071DW92PC\"}\n{\"timestamp\": \"2025-05-03T08:27:21.010Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"L\\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free\", \"asin\": \"B07BCCRWVT\", \"price\": \"$37.00\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYP8P64\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYPWHCM\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz\", \"asin\": \"B0DCXRQRRZ\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMS9CM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz\", \"asin\": \"B0DCY723YX\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)\", \"asin\": \"B0B3F8SLY7\", \"price\": \"$7.10\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFZCRKWH\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz\", \"asin\": \"B006MD1OHM\", \"price\": \"$1.89\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\", \"asin\": \"B0DSCYKRB4\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Brown\"}]},\n{\"title\": \"Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\", \"asin\": \"B0DSBQBJPC\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ivory White\"}]},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Wooden\"}]},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Set-5\"}, {\"Color\": \"Neutral\"}]},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"10.1 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"13 Ounce (Pack of 1)\"}]},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"lightly scented\"}, {\"Size\": \"2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery May 22 - Jun 7 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Blue\"}]},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Small\"}, {\"Color\": \"Denim Blue\"}]},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"delivery\": \"$16.99 delivery May 13 - 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Flower-D\"}]}],\n\"saved_items\": [{\"title\": \"Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in\", \"asin\": \"B0BVM8Q3SH\", \"options\": []},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$799.00\", \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$929.86\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"asin\": \"B0D798LVC9\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:27:21.038Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:06.492Z", "action": "click_product", "action_argument": "B071DW92PC"}
{"timestamp": "2025-05-03T08:27:21.010Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:21.038Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:27:21.038Z
|
click
|
cart_page_select
|
rule
|
2025-05-03T08:27:21.038Z
|
click
|
cart_page_select
|
train
| 453 |
2025-05-03T08:27:21.038Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:06.492Z", "action": "click_product", "action_argument": "B071DW92PC"}
{"timestamp": "2025-05-03T08:27:21.010Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:21.038Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:19:51.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:20:35.914Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T20:21:07.364Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:25:51.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:26:23.491Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:24.121Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:27.745Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.613Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.643Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:06.492Z\", \"action\": \"click_product\", \"action_argument\": \"B071DW92PC\"}\n{\"timestamp\": \"2025-05-03T08:27:21.010Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:21.038Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"L\\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free\", \"asin\": \"B07BCCRWVT\", \"price\": \"$37.00\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYP8P64\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYPWHCM\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz\", \"asin\": \"B0DCXRQRRZ\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMS9CM\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz\", \"asin\": \"B0DCY723YX\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)\", \"asin\": \"B0B3F8SLY7\", \"price\": \"$7.10\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFZCRKWH\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz\", \"asin\": \"/promo/A1H2ZVWE3JZ9H8\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black\", \"asin\": \"B09X7CFXSX\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz\", \"asin\": \"B006MD1OHM\", \"price\": \"$1.89\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\", \"asin\": \"B0DSCYKRB4\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Brown\"}]},\n{\"title\": \"Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\", \"asin\": \"B0DSBQBJPC\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ivory White\"}]},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Wooden\"}]},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Set-5\"}, {\"Color\": \"Neutral\"}]},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"10.1 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"13 Ounce (Pack of 1)\"}]},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"lightly scented\"}, {\"Size\": \"2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery May 22 - Jun 7 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Blue\"}]},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Small\"}, {\"Color\": \"Denim Blue\"}]},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"delivery\": \"$16.99 delivery May 13 - 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Flower-D\"}]}],\n\"saved_items\": [{\"title\": \"Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in\", \"asin\": \"B0BVM8Q3SH\", \"options\": []},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$799.00\", \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$929.86\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"asin\": \"B0D798LVC9\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:27:28.706Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:06.492Z", "action": "click_product", "action_argument": "B071DW92PC"}
{"timestamp": "2025-05-03T08:27:21.010Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:21.038Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:28.706Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:27:28.706Z
|
purchase
|
B0CHGFG64S, B071DW92PC
|
rule
|
2025-05-03T08:27:28.706Z
|
purchase
|
B0CHGFG64S, B071DW92PC
|
train
| 454 |
2025-05-03T08:27:28.706Z
|
purchase
|
B0CHGFG64S, B071DW92PC
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:06.492Z", "action": "click_product", "action_argument": "B071DW92PC"}
{"timestamp": "2025-05-03T08:27:21.010Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:21.038Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "L\u2019Oreal Professionnel Metal Detox Shampoo - Hard Water Chelating Shampoo For Damaged Hair, Removes Metal Build Up and Protects Color & Shine, Paraben & Sulfate Free", "asin": "B07BCCRWVT", "price": "$37.00", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Color Repair Conditioner with Ceramide, Smoothing & Sulfate Free Conditioner for Colored, Bleached Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYP8P64", "price": "$8.49", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Conditioner, Sulfate Free Conditioner for Curly, Wavy Hair with Hyaluronic Acid, 10.1 Fl Oz, 1 Count", "asin": "B0CFYPWHCM", "price": "$8.95", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Conditioner, Volumizing Conditioner with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 10.1 Fl Oz", "asin": "B0DCXRQRRZ", "price": "$8.97", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Moisture Repair Gel-Cream, Hair Gel for Curls and Waves with Hyaluronic Acid, 5.1 Fl Oz, 1 Count", "asin": "B0CFYMS9CM", "price": "$7.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Fullness Repair Thickening Spray, Volumizing Spray with Polypeptides and Hair Repair Complex for Thin, Weak Split Ends, 4.4 Fl Oz", "asin": "B0DCY723YX", "price": "$8.97", "quantity": ""},
{"title": "Aveeno Kids Curly Hair Conditioner, Hydrating Conditioner, Kids Curly Hair Products, Oat Extract & Shea Butter, Gentle Scent, 12 fl. oz (Pack of 1)", "asin": "B0B3F8SLY7", "price": "$7.10", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Bonding Inner Fiber Rinse Out Pre Shampoo Treatment With Bond Repair Complex, 10.1 Fl Oz, 1 Count", "asin": "B0CFZCRKWH", "price": "$8.97", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "eos 24H Moisture Travel Body Lotion- Vanilla Cashmere, Travel Size Essential, Toiletries, Mini Body Lotion, 2.5 fl oz", "asin": "/promo/A1H2ZVWE3JZ9H8", "price": "$3.99", "quantity": ""},
{"title": "SanDisk 256GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-256G-GN4IN, Dark gray/Black", "asin": "B09X7CFXSX", "price": "$34.99", "quantity": ""},
{"title": "Secret Outlast Antiperspirant Deodorant for Women, 72hr Sweat & Odor Protection, PH Balancing Minerals, Invisible Solid, Completely Clean Scent, Travel Size, 0.5 oz", "asin": "B006MD1OHM", "price": "$1.89", "quantity": ""}],
"active_items": [{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:27:28.706Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\n{\"timestamp\": \"2025-05-03T08:25:51.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:26:23.491Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:24.121Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:27.745Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.613Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.643Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:06.492Z\", \"action\": \"click_product\", \"action_argument\": \"B071DW92PC\"}\n{\"timestamp\": \"2025-05-03T08:27:21.010Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:21.038Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:28.706Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGFG64S, B071DW92PC\"}\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\": \"2025-05-03T08:29:45.451Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:06.492Z", "action": "click_product", "action_argument": "B071DW92PC"}
{"timestamp": "2025-05-03T08:27:21.010Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:21.038Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:28.706Z", "action": "purchase", "action_argument": "B0CHGFG64S, B071DW92PC"}
<|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": "2025-05-03T08:29:45.451Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:29:45.451Z
|
click
|
nav_bar
|
rule
|
2025-05-03T08:29:45.451Z
|
click
|
nav_bar
|
train
| 455 |
2025-05-03T08:29:45.451Z
|
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": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:06.492Z", "action": "click_product", "action_argument": "B071DW92PC"}
{"timestamp": "2025-05-03T08:27:21.010Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:21.038Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:28.706Z", "action": "purchase", "action_argument": "B0CHGFG64S, B071DW92PC"}
<|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": "2025-05-03T08:29:45.451Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T20:21:12.522Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T20:21:33.114Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:33.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.327Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:46.365Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-15T20:21:50.154Z\", \"action\": \"purchase\", \"action_argument\": \"B0C5ZRQS2X\"}\n{\"timestamp\": \"2025-04-21T20:28:26.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:28:26.845Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T20:29:26.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:26.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.266Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.549Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:27.728Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:29:40.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:42.628Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:46.338Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:48.404Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:50.435Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T20:29:59.221Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:21:15.473Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:28.636Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-03T08:21:34.374Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:21:43.948Z\", \"action\": \"input\", \"action_argument\": \"shampoo\"}\n{\"timestamp\": \"2025-05-03T08:21:44.221Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:22:21.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:23:00.082Z\", \"action\": \"click_product\", \"action_argument\": \"B08SG2MS3V\"}\n{\"timestamp\": \"2025-05-03T08:23:36.797Z\", \"action\": \"input\", \"action_argument\": \"wok \"}\n{\"timestamp\": \"2025-05-03T08:23:36.921Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T08:23:42.060Z\", \"action\": \"input\", \"action_argument\": \"wok pspatula\"}\n{\"timestamp\": \"2025-05-03T08:23:42.626Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-03T08:24:24.727Z\", \"action\": \"click_product\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:24:42.429Z\", \"action\": \"purchase\", \"action_argument\": \"B08QJ7M1P5\"}\n{\"timestamp\": \"2025-05-03T08:25:09.893Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:10.907Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:12.014Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:16.963Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:17.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:21.347Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:24.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:26.815Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:32.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-03T08:25:37.934Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSBQBJPC\"}\n{\"timestamp\": \"2025-05-03T08:25:51.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T08:26:23.491Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:24.121Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:26:27.745Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.613Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:00.643Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:06.492Z\", \"action\": \"click_product\", \"action_argument\": \"B071DW92PC\"}\n{\"timestamp\": \"2025-05-03T08:27:21.010Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:21.038Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-05-03T08:27:28.706Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHGFG64S, B071DW92PC\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T08:29:45.451Z\", \"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 Basics 2-Ply Toilet Paper, 30 Rolls = 120 Regular Rolls, 350 Sheets, (Pack of 30), Unscented\", \"asin\": \"B095CN96JS\", \"price\": \"$25.21\", \"quantity\": \"\"},\n{\"title\": \"V&Co. Beauty Wavy Hair Nourishing Shampoo with Peptide Technology, 12 oz, Sulfate Free Shampoo for Wavy Hair, Gentle, Color Safe Shampoo\", \"asin\": \"B0D364FGDG\", \"price\": \"$7.98\", \"quantity\": \"\"},\n{\"title\": \"Nexxus Unbreakable Care Thickening Conditioner with Keratin, Collagen, Biotin for Fine and Thin Hair 13.5 oz\", \"asin\": \"B0B986P7PM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Dove Density Boost Hydrating Conditioner Scalp Therapy for Dry Hair, with Vitamin B3, Zinc and 0% Sulfates, 9.25 oz\", \"asin\": \"/promo/A1K9GVTI5IKZ6G\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Malibu C Hard Water Wellness Hair Conditioner - Sulfate Free Conditioner that Increases Moisture & Shine - Protects Hair from Waterborne Elements\", \"asin\": \"B01I5N8G72\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Serum Treatment with Vitamin Cg, Hair Serum for Weak, Damaged Split Ends, 3.8 Fl Oz, 1 Count\", \"asin\": \"B0CFYPJNXX\", \"price\": \"$8.97\", \"quantity\": \"\"},\n{\"title\": \"OGX Repair & Protect Bond Protein Repair 450\\u00b0F Heat Protect Spray, Thermal Protection Spray for Targeted Damage Repair & Protection from Heat Damage, 6.5 fl. oz\", \"asin\": \"B0DGZ5TNW4\", \"price\": \"$10.47\", \"quantity\": \"\"},\n{\"title\": \"OGX Quenching + Coconut Curls Curl-Defining Conditioner, Nourishing Curly Hair Conditioner with Coconut /Citrus Oil & Honey, Paraben-Free with Sulfate-Free Surfactants, 13oz\", \"asin\": \"B0128QFSPK\", \"price\": \"$5.97\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.97\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls\", \"asin\": \"B0CGWF2BRF\", \"price\": \"$6.31\", \"quantity\": \"\"},\n{\"title\": \"Dawn EZ-Squeeze Ultra Dish Soap, Dishwashing Liquid, Original, Dish Soap Refill, 22 fl oz\", \"asin\": \"B09NF7RLYH\", \"price\": \"$3.94\", \"quantity\": \"\"},\n{\"title\": \"SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN\", \"asin\": \"B09X7FXHVJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"B06X9NQ8GX\", \"price\": \"$10.49\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Sparkle Pick-A-Size Paper Towels, Spirited Prints, 6 Double Rolls = 12 Regular Rolls, Everyday Value Paper Towel With Full And Half Sheets\", \"asin\": \"B09NW83XJ2\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"110 sheet (Pack of 6)\"}]},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)\", \"asin\": \"B0DSCYKRB4\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Brown\"}]},\n{\"title\": \"Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\\\" Silicone Spatula Set for Kitchen\", \"asin\": \"B0DSBQBJPC\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Ivory White\"}]},\n{\"title\": \"Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\\\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans\", \"asin\": \"B08QJ7M1P5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Wooden\"}]},\n{\"title\": \"ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\\u00b0F for Nonstick Cookware, Cooking\", \"asin\": \"B0CHGFG64S\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Set-5\"}, {\"Color\": \"Neutral\"}]},\n{\"title\": \"Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count\", \"asin\": \"B0CFYMBWXL\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"10.1 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz\", \"asin\": \"B071DW92PC\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"13 Ounce (Pack of 1)\"}]},\n{\"title\": \"Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz\", \"asin\": \"B00DKABD76\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz\", \"asin\": \"B07GL784GT\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"lightly scented\"}, {\"Size\": \"2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model\", \"asin\": \"B0B527QM4X\", \"delivery\": \"FREE delivery May 22 - Jun 7 for Prime members FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"w/ Lens\"}, {\"Set\": \"Body + 16-50mm Lens\"}]},\n{\"title\": \"OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi\", \"asin\": \"B08D5XVHNM\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Silver\"}, {\"Set\": \"14-42mm EZ Lens Kit\"}]},\n{\"title\": \"Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2\", \"asin\": \"B07Y27R1X7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"necklace\"}]},\n{\"title\": \"Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M\", \"asin\": \"B0BQHMYG8R\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 4 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Blue\"}]},\n{\"title\": \"GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)\", \"asin\": \"B0CR5J91Z5\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Small\"}, {\"Color\": \"Denim Blue\"}]},\n{\"title\": \"Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)\", \"asin\": \"B0DGD42FSD\", \"delivery\": \"$16.99 delivery May 13 - 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Flower-D\"}]}],\n\"saved_items\": [{\"title\": \"Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in\", \"asin\": \"B0BVM8Q3SH\", \"options\": []},\n{\"title\": \"Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black\", \"asin\": \"B0BTTV6CT1\", \"price\": \"$799.00\", \"options\": [{\"Style\": \"EOS R50 w/RF-S18-45mm\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black\", \"asin\": \"B07MV3P7M8\", \"price\": \"$929.86\", \"options\": [{\"Style\": \"w/16-50mm Lens\"}, {\"Set\": \"Base\"}]},\n{\"title\": \"Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black\", \"asin\": \"B0B2KV35NX\", \"options\": [{\"Style\": \"R10 18-45 IS STM\"}]},\n{\"title\": \"WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift\", \"asin\": \"B0D798LVC9\", \"options\": [{\"Color\": \"Drama Star Mirror\"}]},\n{\"asin\": \"B0D798LVC9\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T08:29:49.100Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:06.492Z", "action": "click_product", "action_argument": "B071DW92PC"}
{"timestamp": "2025-05-03T08:27:21.010Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:21.038Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:28.706Z", "action": "purchase", "action_argument": "B0CHGFG64S, B071DW92PC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:29:45.451Z", "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 Basics 2-Ply Toilet Paper, 30 Rolls = 120 Regular Rolls, 350 Sheets, (Pack of 30), Unscented", "asin": "B095CN96JS", "price": "$25.21", "quantity": ""},
{"title": "V&Co. Beauty Wavy Hair Nourishing Shampoo with Peptide Technology, 12 oz, Sulfate Free Shampoo for Wavy Hair, Gentle, Color Safe Shampoo", "asin": "B0D364FGDG", "price": "$7.98", "quantity": ""},
{"title": "Nexxus Unbreakable Care Thickening Conditioner with Keratin, Collagen, Biotin for Fine and Thin Hair 13.5 oz", "asin": "B0B986P7PM", "price": "$15.99", "quantity": ""},
{"title": "Dove Density Boost Hydrating Conditioner Scalp Therapy for Dry Hair, with Vitamin B3, Zinc and 0% Sulfates, 9.25 oz", "asin": "/promo/A1K9GVTI5IKZ6G", "price": "$9.99", "quantity": ""},
{"title": "Malibu C Hard Water Wellness Hair Conditioner - Sulfate Free Conditioner that Increases Moisture & Shine - Protects Hair from Waterborne Elements", "asin": "B01I5N8G72", "price": "$17.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Strength Repair Serum Treatment with Vitamin Cg, Hair Serum for Weak, Damaged Split Ends, 3.8 Fl Oz, 1 Count", "asin": "B0CFYPJNXX", "price": "$8.97", "quantity": ""},
{"title": "OGX Repair & Protect Bond Protein Repair 450\u00b0F Heat Protect Spray, Thermal Protection Spray for Targeted Damage Repair & Protection from Heat Damage, 6.5 fl. oz", "asin": "B0DGZ5TNW4", "price": "$10.47", "quantity": ""},
{"title": "OGX Quenching + Coconut Curls Curl-Defining Conditioner, Nourishing Curly Hair Conditioner with Coconut /Citrus Oil & Honey, Paraben-Free with Sulfate-Free Surfactants, 13oz", "asin": "B0128QFSPK", "price": "$5.97", "quantity": ""},
{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.97", "quantity": ""},
{"title": "Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls", "asin": "B0CGWF2BRF", "price": "$6.31", "quantity": ""},
{"title": "Dawn EZ-Squeeze Ultra Dish Soap, Dishwashing Liquid, Original, Dish Soap Refill, 22 fl oz", "asin": "B09NF7RLYH", "price": "$3.94", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""}],
"active_items": [{"title": "Sparkle Pick-A-Size Paper Towels, Spirited Prints, 6 Double Rolls = 12 Regular Rolls, Everyday Value Paper Towel With Full And Half Sheets", "asin": "B09NW83XJ2", "delivery": " \u00a0&\u00a0FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "110 sheet (Pack of 6)"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:29:49.100Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-03T08:29:49.100Z
|
click
|
quantity
|
rule
|
2025-05-03T08:29:49.100Z
|
click
|
quantity
|
train
| 456 |
2025-05-03T08:29:49.100Z
|
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": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
{"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T20:29:40.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:42.628Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:46.338Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:48.404Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:50.435Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T20:29:59.221Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:21:15.473Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:28.636Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-03T08:21:34.374Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:21:43.948Z", "action": "input", "action_argument": "shampoo"}
{"timestamp": "2025-05-03T08:21:44.221Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:22:21.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:23:00.082Z", "action": "click_product", "action_argument": "B08SG2MS3V"}
{"timestamp": "2025-05-03T08:23:36.797Z", "action": "input", "action_argument": "wok "}
{"timestamp": "2025-05-03T08:23:36.921Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T08:23:42.060Z", "action": "input", "action_argument": "wok pspatula"}
{"timestamp": "2025-05-03T08:23:42.626Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-03T08:24:24.727Z", "action": "click_product", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:24:42.429Z", "action": "purchase", "action_argument": "B08QJ7M1P5"}
{"timestamp": "2025-05-03T08:25:09.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:10.907Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:12.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:16.963Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:17.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:21.347Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:24.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:26.815Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:32.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-03T08:25:37.934Z", "action": "purchase", "action_argument": "B0DSBQBJPC"}
{"timestamp": "2025-05-03T08:25:51.044Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-03T08:26:23.491Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:24.121Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:26:27.745Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.613Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:00.643Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:06.492Z", "action": "click_product", "action_argument": "B071DW92PC"}
{"timestamp": "2025-05-03T08:27:21.010Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:21.038Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-05-03T08:27:28.706Z", "action": "purchase", "action_argument": "B0CHGFG64S, B071DW92PC"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T08:29:45.451Z", "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 Basics 2-Ply Toilet Paper, 30 Rolls = 120 Regular Rolls, 350 Sheets, (Pack of 30), Unscented", "asin": "B095CN96JS", "price": "$25.21", "quantity": ""},
{"title": "V&Co. Beauty Wavy Hair Nourishing Shampoo with Peptide Technology, 12 oz, Sulfate Free Shampoo for Wavy Hair, Gentle, Color Safe Shampoo", "asin": "B0D364FGDG", "price": "$7.98", "quantity": ""},
{"title": "Nexxus Unbreakable Care Thickening Conditioner with Keratin, Collagen, Biotin for Fine and Thin Hair 13.5 oz", "asin": "B0B986P7PM", "price": "$15.99", "quantity": ""},
{"title": "Dove Density Boost Hydrating Conditioner Scalp Therapy for Dry Hair, with Vitamin B3, Zinc and 0% Sulfates, 9.25 oz", "asin": "/promo/A1K9GVTI5IKZ6G", "price": "$9.99", "quantity": ""},
{"title": "Malibu C Hard Water Wellness Hair Conditioner - Sulfate Free Conditioner that Increases Moisture & Shine - Protects Hair from Waterborne Elements", "asin": "B01I5N8G72", "price": "$17.99", "quantity": ""},
{"title": "Garnier Fructis Hair Filler Strength Repair Serum Treatment with Vitamin Cg, Hair Serum for Weak, Damaged Split Ends, 3.8 Fl Oz, 1 Count", "asin": "B0CFYPJNXX", "price": "$8.97", "quantity": ""},
{"title": "OGX Repair & Protect Bond Protein Repair 450\u00b0F Heat Protect Spray, Thermal Protection Spray for Targeted Damage Repair & Protection from Heat Damage, 6.5 fl. oz", "asin": "B0DGZ5TNW4", "price": "$10.47", "quantity": ""},
{"title": "OGX Quenching + Coconut Curls Curl-Defining Conditioner, Nourishing Curly Hair Conditioner with Coconut /Citrus Oil & Honey, Paraben-Free with Sulfate-Free Surfactants, 13oz", "asin": "B0128QFSPK", "price": "$5.97", "quantity": ""},
{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.97", "quantity": ""},
{"title": "Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls", "asin": "B0CGWF2BRF", "price": "$6.31", "quantity": ""},
{"title": "Dawn EZ-Squeeze Ultra Dish Soap, Dishwashing Liquid, Original, Dish Soap Refill, 22 fl oz", "asin": "B09NF7RLYH", "price": "$3.94", "quantity": ""},
{"title": "SanDisk 128GB Extreme PRO SDXC UHS-I Memory Card - C10, U3, V30, 4K UHD, SD Card - SDSDXXD-128G-GN4IN", "asin": "B09X7FXHVJ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "B06X9NQ8GX", "price": "$10.49", "quantity": ""}],
"active_items": [{"title": "Sparkle Pick-A-Size Paper Towels, Spirited Prints, 6 Double Rolls = 12 Regular Rolls, Everyday Value Paper Towel With Full And Half Sheets", "asin": "B09NW83XJ2", "delivery": " \u00a0&\u00a0FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "110 sheet (Pack of 6)"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans (Brown)", "asin": "B0DSCYKRB4", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Brown"}]},
{"title": "Linwnil Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,12.5\" Silicone Spatula Set for Kitchen", "asin": "B0DSBQBJPC", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Ivory White"}]},
{"title": "Linwnil Wooden Spatula for Cooking Nonstick, Kitchen Wok Spatula Utensil Set,15\" Wooden Turner Serving Tool for High Heat Stirring in Nonstick Pans", "asin": "B08QJ7M1P5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Wooden"}]},
{"title": "ChefAide 5 Pieces Silicone Spatula Set, Food Grade Rubber Spatula, Upgrade Strong Handle with Ergonomic Grip, Heat Resistant Up to 600\u00b0F for Nonstick Cookware, Cooking", "asin": "B0CHGFG64S", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Set-5"}, {"Color": "Neutral"}]},
{"title": "Garnier Fructis Hair Filler Strength Repair Shampoo with Vitamin Cg, Sulfate Free Shampoo for Weak, Damaged Hair, 10.1 Fl Oz, 1 Count", "asin": "B0CFYMBWXL", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Unscented"}, {"Size": "10.1 Fl Oz (Pack of 1)"}]},
{"title": "SheaMoisture Daily Hydration Shampoo 100% Virgin Coconut Oil for All Hair Types Sulfate-Free 13 oz", "asin": "B071DW92PC", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "13 Ounce (Pack of 1)"}]},
{"title": "Dove Body Wash Deep Moisture for 24hr Lotion-Soft Skin Moisturizing Skin Cleanser with No Sulfates No Parabens 3 oz", "asin": "B00DKABD76", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Aveeno Daily Moisturizing Body Wash for Sensitive Skin + Prebiotic Oat, Gently Cleanses Dry Skin & Feels Moisturizing, Light Fragrance, Travel Size, 2 fl. oz", "asin": "B07GL784GT", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "lightly scented"}, {"Size": "2 Fl Oz (Pack of 1)"}]},
{"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "delivery": "FREE delivery May 22 - Jun 7 for Prime members FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "w/ Lens"}, {"Set": "Body + 16-50mm Lens"}]},
{"title": "OM SYSTEM OLYMPUS E-M10 Mark IV Silver Micro Four Thirds System Camera M.Zuiko Digital ED 14-42mm F3.5-5.6 EZ kit 20MP Sensor 5-Axis Image Stabilization 4K Video Wi-Fi", "asin": "B08D5XVHNM", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Silver"}, {"Set": "14-42mm EZ Lens Kit"}]},
{"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good for Sister Friendship BFF Necklace Set of 2", "asin": "B07Y27R1X7", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "necklace"}]},
{"title": "Qearal Womens V Neck Dress 3/4 Balloon Sleeve A-Line Casual Short Mini Dress Blue M", "asin": "B0BQHMYG8R", "delivery": "One-Day FREE delivery Tomorrow, May 4 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Blue"}]},
{"title": "GRECERELLE Women's Summer Crew Neck Loose Split Casual Long Maxi Beach Dress with Pockets (Small, Denim Blue)", "asin": "B0CR5J91Z5", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Small"}, {"Color": "Denim Blue"}]},
{"title": "Sparkling Crystal Stone Braided Hair Clips, 2024 New Women's Braided Hair Clip, Short Hair Clips Duckbill Clips, Braided Hair Clip for Ladies and Girls Crystal Stone (Flower-D)", "asin": "B0DGD42FSD", "delivery": "$16.99 delivery May 13 - 20", "quantity": "1", "selected": false, "options": [{"Color": "Flower-D"}]}],
"saved_items": [{"title": "Anyfish Wok Pan with Lid, Woks & Stir Fry Pans with Silicone Spatula, Nonstick Wok and Carbon Steel Woks, No Chemical Coated Flat Bottom Chinese Wok For Induction, Electric, Gas, All Stoves, 13in", "asin": "B0BVM8Q3SH", "options": []},
{"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$799.00", "options": [{"Style": "EOS R50 w/RF-S18-45mm"}, {"Color": "Black"}]},
{"title": "Sony Alpha a6400 Mirrorless Camera: Compact APS-C Interchangeable Lens Digital Camera with Real-Time Eye Auto Focus, 4K Video, Flip Screen & 16-50mm Lens - E Mount Compatible - ILCE-6400L/B, Black", "asin": "B07MV3P7M8", "price": "$929.86", "options": [{"Style": "w/16-50mm Lens"}, {"Set": "Base"}]},
{"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "options": [{"Style": "R10 18-45 IS STM"}]},
{"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "options": [{"Color": "Drama Star Mirror"}]},
{"asin": "B0D798LVC9", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-03T08:29:49.100Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"NutriChef Hot Water Urn Pot - Insulated Stainless Steel, Manual & Auto Dispense, Safety Lock Shutoff 3.38 QT- Auto Shut Off\", \"asin\": \"B079MGKTKX\", \"price\": \"$66.01\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Electric Hot Water Urn Pot Dispenser 3.3L (111 Oz), Safety Lock, Rotating Base, Instant Auto Boiler and Warmer, for Tea & Coffee\", \"asin\": \"/promo/A2UX830WVCD4NT\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Chefman Electric Hot Water Pot Urn w/Auto & Manual Dispense Buttons, Safety Lock, Instant Heating for Coffee & Tea, Auto-Shutoff & Boil Dry Protection, Insulated Stainless Steel, 3.6L/3.8 Qt/20+ Cups\", \"asin\": \"B07W4DT2G9\", \"price\": \"$74.99\", \"quantity\": \"\"},\n{\"title\": \"NutriChef Electric Water Boiler and Warmer - 4L/4.2Qt Stainless Steel Electric Hot Water Dispenser w/Rotating Base, Auto Shut Off, Safety Lock, Instant Heating for Coffee & Tea (NCHUB24)\", \"asin\": \"B0B4YL6R9Q\", \"price\": \"$92.99\", \"quantity\": \"\"},\n{\"title\": \"EavAire Digital Water Boiler Kettle Warmer, Fahrenheit Temp Display, Shabbat Manual Pump, Child-Proof Lock, Quick-Temp or Boil Option, Modern Design for Tea, Coffee, 5 Liter Capacity, Home and Office\", \"asin\": \"B0CHXV8G4N\", \"price\": \"$74.49\", \"quantity\": \"\"},\n{\"title\": \"Portable Instant Water Dispenser, Electric Hot Water Pot Urn, Instant Auto Boiler and Warmer, 3.8L/128.5Oz for Tea & Coffee\", \"asin\": \"/promo/AV09TB2B9HA97\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:44:02.143Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "NutriChef Hot Water Urn Pot - Insulated Stainless Steel, Manual & Auto Dispense, Safety Lock Shutoff 3.38 QT- Auto Shut Off", "asin": "B079MGKTKX", "price": "$66.01", "quantity": ""},
{"title": "CUCKOO Electric Hot Water Urn Pot Dispenser 3.3L (111 Oz), Safety Lock, Rotating Base, Instant Auto Boiler and Warmer, for Tea & Coffee", "asin": "/promo/A2UX830WVCD4NT", "price": "$99.99", "quantity": ""},
{"title": "Chefman Electric Hot Water Pot Urn w/Auto & Manual Dispense Buttons, Safety Lock, Instant Heating for Coffee & Tea, Auto-Shutoff & Boil Dry Protection, Insulated Stainless Steel, 3.6L/3.8 Qt/20+ Cups", "asin": "B07W4DT2G9", "price": "$74.99", "quantity": ""},
{"title": "NutriChef Electric Water Boiler and Warmer - 4L/4.2Qt Stainless Steel Electric Hot Water Dispenser w/Rotating Base, Auto Shut Off, Safety Lock, Instant Heating for Coffee & Tea (NCHUB24)", "asin": "B0B4YL6R9Q", "price": "$92.99", "quantity": ""},
{"title": "EavAire Digital Water Boiler Kettle Warmer, Fahrenheit Temp Display, Shabbat Manual Pump, Child-Proof Lock, Quick-Temp or Boil Option, Modern Design for Tea, Coffee, 5 Liter Capacity, Home and Office", "asin": "B0CHXV8G4N", "price": "$74.49", "quantity": ""},
{"title": "Portable Instant Water Dispenser, Electric Hot Water Pot Urn, Instant Auto Boiler and Warmer, 3.8L/128.5Oz for Tea & Coffee", "asin": "/promo/AV09TB2B9HA97", "price": "$39.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:44:02.143Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T16:44:02.143Z
|
click
|
search
|
rule
|
2025-04-07T16:44:02.143Z
|
click
|
search
|
train
| 457 |
2025-04-07T16:44:02.143Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "NutriChef Hot Water Urn Pot - Insulated Stainless Steel, Manual & Auto Dispense, Safety Lock Shutoff 3.38 QT- Auto Shut Off", "asin": "B079MGKTKX", "price": "$66.01", "quantity": ""},
{"title": "CUCKOO Electric Hot Water Urn Pot Dispenser 3.3L (111 Oz), Safety Lock, Rotating Base, Instant Auto Boiler and Warmer, for Tea & Coffee", "asin": "/promo/A2UX830WVCD4NT", "price": "$99.99", "quantity": ""},
{"title": "Chefman Electric Hot Water Pot Urn w/Auto & Manual Dispense Buttons, Safety Lock, Instant Heating for Coffee & Tea, Auto-Shutoff & Boil Dry Protection, Insulated Stainless Steel, 3.6L/3.8 Qt/20+ Cups", "asin": "B07W4DT2G9", "price": "$74.99", "quantity": ""},
{"title": "NutriChef Electric Water Boiler and Warmer - 4L/4.2Qt Stainless Steel Electric Hot Water Dispenser w/Rotating Base, Auto Shut Off, Safety Lock, Instant Heating for Coffee & Tea (NCHUB24)", "asin": "B0B4YL6R9Q", "price": "$92.99", "quantity": ""},
{"title": "EavAire Digital Water Boiler Kettle Warmer, Fahrenheit Temp Display, Shabbat Manual Pump, Child-Proof Lock, Quick-Temp or Boil Option, Modern Design for Tea, Coffee, 5 Liter Capacity, Home and Office", "asin": "B0CHXV8G4N", "price": "$74.49", "quantity": ""},
{"title": "Portable Instant Water Dispenser, Electric Hot Water Pot Urn, Instant Auto Boiler and Warmer, 3.8L/128.5Oz for Tea & Coffee", "asin": "/promo/AV09TB2B9HA97", "price": "$39.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:44:02.143Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:44:02.143Z\", \"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\": \"ugly stick gx2\"}],\n\"promotion_items\": [{\"title\": \"Ugly Stik GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00IW5YDP8\", \"price\": \"$60.65\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik 6\\u20196\\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00OGPKXZ2\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik GX2 Spincast Reel and Fishing Rod Combo\", \"asin\": \"B00FPQSVFA\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Carbon Spinning Fishing Rod\", \"asin\": \"B07XYR38DZ\", \"price\": \"$89.95\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Bigwater Spinning Fishing Rod\", \"asin\": \"B096G7R3MN\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00FPQSUTW\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik 6\\u20196\\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00F0KM3ZK\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Carbon Spinning Fishing Rod\", \"asin\": \"B07XM9HPBW\", \"price\": \"$89.95\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Bigwater Spinning Fishing Rod\", \"asin\": \"B096G7R3MN\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Elite Spinning Fishing Rod\", \"asin\": \"B00QJ4IE6S\", \"price\": \"$49.95\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00FPQSUTW\", \"price\": \"$44.96\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6\\u20196\\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00OGPKXZ2\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00FPQSUTW\", \"price\": \"$44.96\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6\\u20196\\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00F0KM3ZK\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B076619DLV\", \"price\": \"$54.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Elite Spinning Fishing Rod\", \"asin\": \"B00UXBFX2G\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bigwater Spinning Fishing Rod\", \"asin\": \"B096G7R3MN\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Shakespeare Ugly Stik 6\\u2019 GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00FPQSSP8\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dock Runner Spinning Reel and Fishing Rod Combo\", \"asin\": \"B0BSR4HDPR\", \"price\": \"$15.94\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Elite Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00VS0T3PE\", \"price\": \"$69.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"GX2 Spincast Reel and Fishing Rod Combo\", \"asin\": \"B00EGL7WYG\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Elite Spinning Fishing Rod\", \"asin\": \"B00VS0R5Q8\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock (more on the way).\"},\n{\"title\": \"Bigwater Spinning Fishing Rod\", \"asin\": \"B096G62WJ3\", \"price\": \"$69.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00F0KMLIE\"},\n{\"title\": \"GX2 Low Profile Baitcast Reel and Fishing Rod Combo\", \"asin\": \"B011LUVJWU\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Ugly Tuff Spincast Reel and Fishing Rod Combo\", \"asin\": \"B0BRTBPQD7\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Carbon Spinning Fishing Rod\", \"asin\": \"B07XYR4S1W\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Shakespeare Ugly Stik GX2 Ice Fishing Reel & Rod Combo\", \"asin\": \"B00E6SJOTU\"},\n{\"title\": \"Bigwater Spinning Reel and Fishing Rod Combo\", \"asin\": \"B096L4YPMY\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"2PCS Fishing Pole Combo,Carbon Fiber Fishing Pole \\uff0c12 +1 Shielded Bearings Stainless Steel BB Spinning Reels Fishing Carrier Bag for Travel Saltwater Freshwater\", \"asin\": \"B0D97CYCQF\", \"price\": \"$65.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Complete Spincast Reel and Fishing Rod Kit\", \"asin\": \"B08DDDNZM9\", \"price\": \"$44.19\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bigwater Spinning Reel and Fishing Rod Combo\", \"asin\": \"B096L4YPMY\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 11 left in stock (more on the way).\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:44:31.574Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "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": "ugly stick gx2"}],
"promotion_items": [{"title": "Ugly Stik GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00IW5YDP8", "price": "$60.65", "quantity": ""},
{"title": "Ugly Stik 6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00OGPKXZ2", "price": "$49.95", "quantity": ""},
{"title": "Ugly Stik GX2 Spincast Reel and Fishing Rod Combo", "asin": "B00FPQSVFA", "price": "$49.95", "quantity": ""},
{"title": "Ugly Stik Carbon Spinning Fishing Rod", "asin": "B07XYR38DZ", "price": "$89.95", "quantity": ""},
{"title": "Ugly Stik Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "quantity": ""},
{"title": "Ugly Stik GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "quantity": ""},
{"title": "Ugly Stik 6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00F0KM3ZK", "price": "$39.95", "quantity": ""},
{"title": "Ugly Stik Carbon Spinning Fishing Rod", "asin": "B07XM9HPBW", "price": "$89.95", "quantity": ""},
{"title": "Ugly Stik Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "quantity": ""},
{"title": "Ugly Stik Elite Spinning Fishing Rod", "asin": "B00QJ4IE6S", "price": "$49.95", "quantity": ""}],
"search_results": [{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00OGPKXZ2", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00F0KM3ZK", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B076619DLV", "price": "$54.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Fishing Rod", "asin": "B00UXBFX2G", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Shakespeare Ugly Stik 6\u2019 GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00FPQSSP8", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Dock Runner Spinning Reel and Fishing Rod Combo", "asin": "B0BSR4HDPR", "price": "$15.94", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Reel and Fishing Rod Combo", "asin": "B00VS0T3PE", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spincast Reel and Fishing Rod Combo", "asin": "B00EGL7WYG", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Fishing Rod", "asin": "B00VS0R5Q8", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock (more on the way)."},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G62WJ3", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00F0KMLIE"},
{"title": "GX2 Low Profile Baitcast Reel and Fishing Rod Combo", "asin": "B011LUVJWU", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Ugly Tuff Spincast Reel and Fishing Rod Combo", "asin": "B0BRTBPQD7", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Carbon Spinning Fishing Rod", "asin": "B07XYR4S1W", "price": "$89.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Shakespeare Ugly Stik GX2 Ice Fishing Reel & Rod Combo", "asin": "B00E6SJOTU"},
{"title": "Bigwater Spinning Reel and Fishing Rod Combo", "asin": "B096L4YPMY", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2PCS Fishing Pole Combo,Carbon Fiber Fishing Pole \uff0c12 +1 Shielded Bearings Stainless Steel BB Spinning Reels Fishing Carrier Bag for Travel Saltwater Freshwater", "asin": "B0D97CYCQF", "price": "$65.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Complete Spincast Reel and Fishing Rod Kit", "asin": "B08DDDNZM9", "price": "$44.19", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Bigwater Spinning Reel and Fishing Rod Combo", "asin": "B096L4YPMY", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 11 left in stock (more on the way)."}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:44:31.574Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T16:44:31.574Z
|
input
|
ugly stick
|
rule
|
2025-04-07T16:44:31.574Z
|
input
|
ugly stick
|
train
| 458 |
2025-04-07T16:44:31.574Z
|
input
|
ugly stick
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "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": "ugly stick gx2"}],
"promotion_items": [{"title": "Ugly Stik GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00IW5YDP8", "price": "$60.65", "quantity": ""},
{"title": "Ugly Stik 6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00OGPKXZ2", "price": "$49.95", "quantity": ""},
{"title": "Ugly Stik GX2 Spincast Reel and Fishing Rod Combo", "asin": "B00FPQSVFA", "price": "$49.95", "quantity": ""},
{"title": "Ugly Stik Carbon Spinning Fishing Rod", "asin": "B07XYR38DZ", "price": "$89.95", "quantity": ""},
{"title": "Ugly Stik Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "quantity": ""},
{"title": "Ugly Stik GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "quantity": ""},
{"title": "Ugly Stik 6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00F0KM3ZK", "price": "$39.95", "quantity": ""},
{"title": "Ugly Stik Carbon Spinning Fishing Rod", "asin": "B07XM9HPBW", "price": "$89.95", "quantity": ""},
{"title": "Ugly Stik Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "quantity": ""},
{"title": "Ugly Stik Elite Spinning Fishing Rod", "asin": "B00QJ4IE6S", "price": "$49.95", "quantity": ""}],
"search_results": [{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00OGPKXZ2", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00F0KM3ZK", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B076619DLV", "price": "$54.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Fishing Rod", "asin": "B00UXBFX2G", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Shakespeare Ugly Stik 6\u2019 GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00FPQSSP8", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Dock Runner Spinning Reel and Fishing Rod Combo", "asin": "B0BSR4HDPR", "price": "$15.94", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Reel and Fishing Rod Combo", "asin": "B00VS0T3PE", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spincast Reel and Fishing Rod Combo", "asin": "B00EGL7WYG", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Fishing Rod", "asin": "B00VS0R5Q8", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock (more on the way)."},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G62WJ3", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00F0KMLIE"},
{"title": "GX2 Low Profile Baitcast Reel and Fishing Rod Combo", "asin": "B011LUVJWU", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Ugly Tuff Spincast Reel and Fishing Rod Combo", "asin": "B0BRTBPQD7", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Carbon Spinning Fishing Rod", "asin": "B07XYR4S1W", "price": "$89.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Shakespeare Ugly Stik GX2 Ice Fishing Reel & Rod Combo", "asin": "B00E6SJOTU"},
{"title": "Bigwater Spinning Reel and Fishing Rod Combo", "asin": "B096L4YPMY", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2PCS Fishing Pole Combo,Carbon Fiber Fishing Pole \uff0c12 +1 Shielded Bearings Stainless Steel BB Spinning Reels Fishing Carrier Bag for Travel Saltwater Freshwater", "asin": "B0D97CYCQF", "price": "$65.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Complete Spincast Reel and Fishing Rod Kit", "asin": "B08DDDNZM9", "price": "$44.19", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Bigwater Spinning Reel and Fishing Rod Combo", "asin": "B096L4YPMY", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 11 left in stock (more on the way)."}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:44:31.574Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"ugly stick \"}],\n\"promotion_items\": [{\"title\": \"Ugly Stik GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00IW5YDP8\", \"price\": \"$60.65\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik 6\\u20196\\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00OGPKXZ2\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik GX2 Spincast Reel and Fishing Rod Combo\", \"asin\": \"B00FPQSVFA\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Carbon Spinning Fishing Rod\", \"asin\": \"B07XYR38DZ\", \"price\": \"$89.95\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Bigwater Spinning Fishing Rod\", \"asin\": \"B096G7R3MN\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00FPQSUTW\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik 6\\u20196\\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00F0KM3ZK\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Carbon Spinning Fishing Rod\", \"asin\": \"B07XM9HPBW\", \"price\": \"$89.95\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Bigwater Spinning Fishing Rod\", \"asin\": \"B096G7R3MN\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Elite Spinning Fishing Rod\", \"asin\": \"B00QJ4IE6S\", \"price\": \"$49.95\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00FPQSUTW\", \"price\": \"$44.96\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6\\u20196\\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00OGPKXZ2\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00FPQSUTW\", \"price\": \"$44.96\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6\\u20196\\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00F0KM3ZK\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B076619DLV\", \"price\": \"$54.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Elite Spinning Fishing Rod\", \"asin\": \"B00UXBFX2G\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bigwater Spinning Fishing Rod\", \"asin\": \"B096G7R3MN\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Shakespeare Ugly Stik 6\\u2019 GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00FPQSSP8\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dock Runner Spinning Reel and Fishing Rod Combo\", \"asin\": \"B0BSR4HDPR\", \"price\": \"$15.94\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Elite Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00VS0T3PE\", \"price\": \"$69.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"GX2 Spincast Reel and Fishing Rod Combo\", \"asin\": \"B00EGL7WYG\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Elite Spinning Fishing Rod\", \"asin\": \"B00VS0R5Q8\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock (more on the way).\"},\n{\"title\": \"Bigwater Spinning Fishing Rod\", \"asin\": \"B096G62WJ3\", \"price\": \"$69.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00F0KMLIE\"},\n{\"title\": \"GX2 Low Profile Baitcast Reel and Fishing Rod Combo\", \"asin\": \"B011LUVJWU\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Ugly Tuff Spincast Reel and Fishing Rod Combo\", \"asin\": \"B0BRTBPQD7\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Carbon Spinning Fishing Rod\", \"asin\": \"B07XYR4S1W\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Shakespeare Ugly Stik GX2 Ice Fishing Reel & Rod Combo\", \"asin\": \"B00E6SJOTU\"},\n{\"title\": \"Bigwater Spinning Reel and Fishing Rod Combo\", \"asin\": \"B096L4YPMY\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"2PCS Fishing Pole Combo,Carbon Fiber Fishing Pole \\uff0c12 +1 Shielded Bearings Stainless Steel BB Spinning Reels Fishing Carrier Bag for Travel Saltwater Freshwater\", \"asin\": \"B0D97CYCQF\", \"price\": \"$65.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Complete Spincast Reel and Fishing Rod Kit\", \"asin\": \"B08DDDNZM9\", \"price\": \"$44.19\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bigwater Spinning Reel and Fishing Rod Combo\", \"asin\": \"B096L4YPMY\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 11 left in stock (more on the way).\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:44:31.665Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ugly stick "}],
"promotion_items": [{"title": "Ugly Stik GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00IW5YDP8", "price": "$60.65", "quantity": ""},
{"title": "Ugly Stik 6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00OGPKXZ2", "price": "$49.95", "quantity": ""},
{"title": "Ugly Stik GX2 Spincast Reel and Fishing Rod Combo", "asin": "B00FPQSVFA", "price": "$49.95", "quantity": ""},
{"title": "Ugly Stik Carbon Spinning Fishing Rod", "asin": "B07XYR38DZ", "price": "$89.95", "quantity": ""},
{"title": "Ugly Stik Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "quantity": ""},
{"title": "Ugly Stik GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "quantity": ""},
{"title": "Ugly Stik 6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00F0KM3ZK", "price": "$39.95", "quantity": ""},
{"title": "Ugly Stik Carbon Spinning Fishing Rod", "asin": "B07XM9HPBW", "price": "$89.95", "quantity": ""},
{"title": "Ugly Stik Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "quantity": ""},
{"title": "Ugly Stik Elite Spinning Fishing Rod", "asin": "B00QJ4IE6S", "price": "$49.95", "quantity": ""}],
"search_results": [{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00OGPKXZ2", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00F0KM3ZK", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B076619DLV", "price": "$54.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Fishing Rod", "asin": "B00UXBFX2G", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Shakespeare Ugly Stik 6\u2019 GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00FPQSSP8", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Dock Runner Spinning Reel and Fishing Rod Combo", "asin": "B0BSR4HDPR", "price": "$15.94", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Reel and Fishing Rod Combo", "asin": "B00VS0T3PE", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spincast Reel and Fishing Rod Combo", "asin": "B00EGL7WYG", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Fishing Rod", "asin": "B00VS0R5Q8", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock (more on the way)."},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G62WJ3", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00F0KMLIE"},
{"title": "GX2 Low Profile Baitcast Reel and Fishing Rod Combo", "asin": "B011LUVJWU", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Ugly Tuff Spincast Reel and Fishing Rod Combo", "asin": "B0BRTBPQD7", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Carbon Spinning Fishing Rod", "asin": "B07XYR4S1W", "price": "$89.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Shakespeare Ugly Stik GX2 Ice Fishing Reel & Rod Combo", "asin": "B00E6SJOTU"},
{"title": "Bigwater Spinning Reel and Fishing Rod Combo", "asin": "B096L4YPMY", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2PCS Fishing Pole Combo,Carbon Fiber Fishing Pole \uff0c12 +1 Shielded Bearings Stainless Steel BB Spinning Reels Fishing Carrier Bag for Travel Saltwater Freshwater", "asin": "B0D97CYCQF", "price": "$65.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Complete Spincast Reel and Fishing Rod Kit", "asin": "B08DDDNZM9", "price": "$44.19", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Bigwater Spinning Reel and Fishing Rod Combo", "asin": "B096L4YPMY", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 11 left in stock (more on the way)."}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:44:31.665Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T16:44:31.665Z
|
click
|
suggested_term
|
rule
|
2025-04-07T16:44:31.665Z
|
click
|
suggested_term
|
train
| 459 |
2025-04-07T16:44:31.665Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "ugly stick "}],
"promotion_items": [{"title": "Ugly Stik GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00IW5YDP8", "price": "$60.65", "quantity": ""},
{"title": "Ugly Stik 6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00OGPKXZ2", "price": "$49.95", "quantity": ""},
{"title": "Ugly Stik GX2 Spincast Reel and Fishing Rod Combo", "asin": "B00FPQSVFA", "price": "$49.95", "quantity": ""},
{"title": "Ugly Stik Carbon Spinning Fishing Rod", "asin": "B07XYR38DZ", "price": "$89.95", "quantity": ""},
{"title": "Ugly Stik Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "quantity": ""},
{"title": "Ugly Stik GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "quantity": ""},
{"title": "Ugly Stik 6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00F0KM3ZK", "price": "$39.95", "quantity": ""},
{"title": "Ugly Stik Carbon Spinning Fishing Rod", "asin": "B07XM9HPBW", "price": "$89.95", "quantity": ""},
{"title": "Ugly Stik Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "quantity": ""},
{"title": "Ugly Stik Elite Spinning Fishing Rod", "asin": "B00QJ4IE6S", "price": "$49.95", "quantity": ""}],
"search_results": [{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00OGPKXZ2", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00F0KM3ZK", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B076619DLV", "price": "$54.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Fishing Rod", "asin": "B00UXBFX2G", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Shakespeare Ugly Stik 6\u2019 GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00FPQSSP8", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Dock Runner Spinning Reel and Fishing Rod Combo", "asin": "B0BSR4HDPR", "price": "$15.94", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Reel and Fishing Rod Combo", "asin": "B00VS0T3PE", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spincast Reel and Fishing Rod Combo", "asin": "B00EGL7WYG", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Fishing Rod", "asin": "B00VS0R5Q8", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 17 left in stock (more on the way)."},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G62WJ3", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00F0KMLIE"},
{"title": "GX2 Low Profile Baitcast Reel and Fishing Rod Combo", "asin": "B011LUVJWU", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Ugly Tuff Spincast Reel and Fishing Rod Combo", "asin": "B0BRTBPQD7", "price": "$59.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Carbon Spinning Fishing Rod", "asin": "B07XYR4S1W", "price": "$89.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Shakespeare Ugly Stik GX2 Ice Fishing Reel & Rod Combo", "asin": "B00E6SJOTU"},
{"title": "Bigwater Spinning Reel and Fishing Rod Combo", "asin": "B096L4YPMY", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "2PCS Fishing Pole Combo,Carbon Fiber Fishing Pole \uff0c12 +1 Shielded Bearings Stainless Steel BB Spinning Reels Fishing Carrier Bag for Travel Saltwater Freshwater", "asin": "B0D97CYCQF", "price": "$65.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Complete Spincast Reel and Fishing Rod Kit", "asin": "B08DDDNZM9", "price": "$44.19", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Bigwater Spinning Reel and Fishing Rod Combo", "asin": "B096L4YPMY", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 11 left in stock (more on the way)."}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:44:31.665Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"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\": \"ugly stick rod\"}],\n\"promotion_items\": [{\"title\": \"KastKing Brutus Spinning Rods & Casting Fishing Rods, Brute Tuff Composite Graphite & Glass Blanks, Stainless Steel Line Guides w/Zirconium Oxide Rings Tip Top, Chartreuse Strike Tip\", \"asin\": \"B07PZBHBZ7\", \"price\": \"$33.59\", \"quantity\": \"\"},\n{\"title\": \"One Bass Spirit Flame Fishing Rod Reel Combo, Spinning Fishing Pole with Graphite 2Pc Blanks, Stainless Steel Guides\", \"asin\": \"B0BFQQFKJ7\", \"price\": \"$55.92\", \"quantity\": \"\"},\n{\"title\": \"Sougayilang Fishing Rod and Reel Combo, 2-Piece 5-Foot 6-Inch Graphite & Fiberglass Rod, Durable and Strong, Quickset Anti-Reverse Fishing Reel (1Pack/2Pack)\", \"asin\": \"B0BQW6W9GY\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Sougayilang Fishing Rod Reel Combo with Telescopic Fishing Pole Spinning Reel Carrier Bag for Travel Saltwater Freshwater Fishing\", \"asin\": \"B079GJ6K2R\", \"price\": \"$47.44\", \"quantity\": \"\"},\n{\"title\": \"Sougayilang 7\\u2019 Fishing Rod and Reel Spinning Combo, 2 Piece Fishing Rod, Size 4000 Reel, Right/Left Handle Position, Suitable for Inshore Fishing\", \"asin\": \"B0BTM1B5YT\", \"price\": \"$59.96\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00FPQSUTW\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Bigwater Spinning Fishing Rod\", \"asin\": \"B096G7R3MN\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Elite Spinning Fishing Rod\", \"asin\": \"B00QJ4IE6S\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Ugly Stik Bigwater Fishing Rod & Penn Pursuit IV Spinning Reel Combo\", \"asin\": \"B096L8XMCB\", \"price\": \"$129.95\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Elite Spinning Fishing Rod\", \"asin\": \"B00QJ4IE6S\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6\\u20196\\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00OGPKXZ2\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Elite Spinning Fishing Rod\", \"asin\": \"B00QJ4IE6S\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"6\\u20196\\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00FPQSZPQ\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bigwater Spinning Fishing Rod\", \"asin\": \"B096G7R3MN\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"GX2 Casting Fishing Rod\", \"asin\": \"B00F0KLSCE\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00FPQSUTW\", \"price\": \"$44.96\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bigwater Casting Fishing Rod\", \"asin\": \"B096G5QY74\", \"price\": \"$87.94\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Catfish Special Spinning Fishing Rod\", \"asin\": \"B011LVDMDI\", \"price\": \"$39.95\", \"delivery\": \"FREE delivery Apr 14 - 15 for Prime members\"},\n{\"title\": \"Dock Runner Spinning Reel and Fishing Rod Combo\", \"asin\": \"B0BSR4HDPR\", \"price\": \"$15.94\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Carbon Casting Fishing Rod\", \"asin\": \"B07XYRHGQF\", \"price\": \"$72.12\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bigwater Spinning Fishing Rod\", \"asin\": \"B096G62WJ3\", \"price\": \"$69.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock (more on the way).\"},\n{\"title\": \"Carbon Spinning Fishing Rod\", \"asin\": \"B07XYR4S1W\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Carbon Inshore Spinning Rod, Durable and Balanced Fishing Rod, 24-Ton Graphite Blank, Solid Graphite Tip for Increased Sensitivity\", \"asin\": \"B0CZSVPG6J\", \"price\": \"$109.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tiger Spinning Fishing Rod\", \"asin\": \"B01IDEPH4S\", \"price\": \"$69.95\", \"delivery\": \"FREE delivery Apr 25 - May 7 for Prime members\"},\n{\"title\": \"GX2 Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00IW5YDP8\", \"price\": \"$60.65\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Inshore Select Spinning Fishing Rod\", \"asin\": \"B01IDEQU4O\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 7 left in stock (more on the way).\"},\n{\"title\": \"Elite Casting Fishing Rod\", \"asin\": \"B00VS0QR4E\", \"price\": \"$69.95\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members\"},\n{\"title\": \"Complete Spincast Reel and Fishing Rod Kit\", \"asin\": \"B08DDDNZM9\", \"price\": \"$44.19\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Elite Spinning Reel and Fishing Rod Combo\", \"asin\": \"B00VS0T3PE\", \"price\": \"$69.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Shakespeare Ugly Stik 6\\u2019 GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating\", \"asin\": \"B00FPQSSP8\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Carbon Spinning Fishing Rod\", \"asin\": \"B07XM9HPBW\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:44:48.810Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "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": "ugly stick rod"}],
"promotion_items": [{"title": "KastKing Brutus Spinning Rods & Casting Fishing Rods, Brute Tuff Composite Graphite & Glass Blanks, Stainless Steel Line Guides w/Zirconium Oxide Rings Tip Top, Chartreuse Strike Tip", "asin": "B07PZBHBZ7", "price": "$33.59", "quantity": ""},
{"title": "One Bass Spirit Flame Fishing Rod Reel Combo, Spinning Fishing Pole with Graphite 2Pc Blanks, Stainless Steel Guides", "asin": "B0BFQQFKJ7", "price": "$55.92", "quantity": ""},
{"title": "Sougayilang Fishing Rod and Reel Combo, 2-Piece 5-Foot 6-Inch Graphite & Fiberglass Rod, Durable and Strong, Quickset Anti-Reverse Fishing Reel (1Pack/2Pack)", "asin": "B0BQW6W9GY", "price": "$29.97", "quantity": ""},
{"title": "Sougayilang Fishing Rod Reel Combo with Telescopic Fishing Pole Spinning Reel Carrier Bag for Travel Saltwater Freshwater Fishing", "asin": "B079GJ6K2R", "price": "$47.44", "quantity": ""},
{"title": "Sougayilang 7\u2019 Fishing Rod and Reel Spinning Combo, 2 Piece Fishing Rod, Size 4000 Reel, Right/Left Handle Position, Suitable for Inshore Fishing", "asin": "B0BTM1B5YT", "price": "$59.96", "quantity": ""},
{"title": "Ugly Stik GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "quantity": ""},
{"title": "Ugly Stik Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "quantity": ""},
{"title": "Ugly Stik Elite Spinning Fishing Rod", "asin": "B00QJ4IE6S", "price": "$49.95", "quantity": ""},
{"title": "Ugly Stik Bigwater Fishing Rod & Penn Pursuit IV Spinning Reel Combo", "asin": "B096L8XMCB", "price": "$129.95", "quantity": ""}],
"search_results": [{"title": "Elite Spinning Fishing Rod", "asin": "B00QJ4IE6S", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00OGPKXZ2", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Fishing Rod", "asin": "B00QJ4IE6S", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00FPQSZPQ", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Casting Fishing Rod", "asin": "B00F0KLSCE", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bigwater Casting Fishing Rod", "asin": "B096G5QY74", "price": "$87.94", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Catfish Special Spinning Fishing Rod", "asin": "B011LVDMDI", "price": "$39.95", "delivery": "FREE delivery Apr 14 - 15 for Prime members"},
{"title": "Dock Runner Spinning Reel and Fishing Rod Combo", "asin": "B0BSR4HDPR", "price": "$15.94", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Carbon Casting Fishing Rod", "asin": "B07XYRHGQF", "price": "$72.12", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G62WJ3", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock (more on the way)."},
{"title": "Carbon Spinning Fishing Rod", "asin": "B07XYR4S1W", "price": "$89.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Carbon Inshore Spinning Rod, Durable and Balanced Fishing Rod, 24-Ton Graphite Blank, Solid Graphite Tip for Increased Sensitivity", "asin": "B0CZSVPG6J", "price": "$109.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Tiger Spinning Fishing Rod", "asin": "B01IDEPH4S", "price": "$69.95", "delivery": "FREE delivery Apr 25 - May 7 for Prime members"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00IW5YDP8", "price": "$60.65", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Inshore Select Spinning Fishing Rod", "asin": "B01IDEQU4O", "price": "$59.95", "delivery": "FREE delivery Sat, Apr 12 for Prime members Only 7 left in stock (more on the way)."},
{"title": "Elite Casting Fishing Rod", "asin": "B00VS0QR4E", "price": "$69.95", "delivery": "FREE delivery Mon, Apr 14 for Prime members"},
{"title": "Complete Spincast Reel and Fishing Rod Kit", "asin": "B08DDDNZM9", "price": "$44.19", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Elite Spinning Reel and Fishing Rod Combo", "asin": "B00VS0T3PE", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Shakespeare Ugly Stik 6\u2019 GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00FPQSSP8", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Carbon Spinning Fishing Rod", "asin": "B07XM9HPBW", "price": "$89.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:44:48.810Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-07T16:44:48.810Z
|
click
|
filter
|
rule
|
2025-04-07T16:44:48.810Z
|
click
|
filter
|
train
| 460 |
2025-04-07T16:44:48.810Z
|
click
|
filter
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "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": "ugly stick rod"}],
"promotion_items": [{"title": "KastKing Brutus Spinning Rods & Casting Fishing Rods, Brute Tuff Composite Graphite & Glass Blanks, Stainless Steel Line Guides w/Zirconium Oxide Rings Tip Top, Chartreuse Strike Tip", "asin": "B07PZBHBZ7", "price": "$33.59", "quantity": ""},
{"title": "One Bass Spirit Flame Fishing Rod Reel Combo, Spinning Fishing Pole with Graphite 2Pc Blanks, Stainless Steel Guides", "asin": "B0BFQQFKJ7", "price": "$55.92", "quantity": ""},
{"title": "Sougayilang Fishing Rod and Reel Combo, 2-Piece 5-Foot 6-Inch Graphite & Fiberglass Rod, Durable and Strong, Quickset Anti-Reverse Fishing Reel (1Pack/2Pack)", "asin": "B0BQW6W9GY", "price": "$29.97", "quantity": ""},
{"title": "Sougayilang Fishing Rod Reel Combo with Telescopic Fishing Pole Spinning Reel Carrier Bag for Travel Saltwater Freshwater Fishing", "asin": "B079GJ6K2R", "price": "$47.44", "quantity": ""},
{"title": "Sougayilang 7\u2019 Fishing Rod and Reel Spinning Combo, 2 Piece Fishing Rod, Size 4000 Reel, Right/Left Handle Position, Suitable for Inshore Fishing", "asin": "B0BTM1B5YT", "price": "$59.96", "quantity": ""},
{"title": "Ugly Stik GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "quantity": ""},
{"title": "Ugly Stik Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "quantity": ""},
{"title": "Ugly Stik Elite Spinning Fishing Rod", "asin": "B00QJ4IE6S", "price": "$49.95", "quantity": ""},
{"title": "Ugly Stik Bigwater Fishing Rod & Penn Pursuit IV Spinning Reel Combo", "asin": "B096L8XMCB", "price": "$129.95", "quantity": ""}],
"search_results": [{"title": "Elite Spinning Fishing Rod", "asin": "B00QJ4IE6S", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00OGPKXZ2", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Elite Spinning Fishing Rod", "asin": "B00QJ4IE6S", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "6\u20196\u201d GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00FPQSZPQ", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G7R3MN", "price": "$79.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Casting Fishing Rod", "asin": "B00F0KLSCE", "price": "$39.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00FPQSUTW", "price": "$44.96", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bigwater Casting Fishing Rod", "asin": "B096G5QY74", "price": "$87.94", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Catfish Special Spinning Fishing Rod", "asin": "B011LVDMDI", "price": "$39.95", "delivery": "FREE delivery Apr 14 - 15 for Prime members"},
{"title": "Dock Runner Spinning Reel and Fishing Rod Combo", "asin": "B0BSR4HDPR", "price": "$15.94", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Carbon Casting Fishing Rod", "asin": "B07XYRHGQF", "price": "$72.12", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Bigwater Spinning Fishing Rod", "asin": "B096G62WJ3", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 15 left in stock (more on the way)."},
{"title": "Carbon Spinning Fishing Rod", "asin": "B07XYR4S1W", "price": "$89.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Carbon Inshore Spinning Rod, Durable and Balanced Fishing Rod, 24-Ton Graphite Blank, Solid Graphite Tip for Increased Sensitivity", "asin": "B0CZSVPG6J", "price": "$109.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Tiger Spinning Fishing Rod", "asin": "B01IDEPH4S", "price": "$69.95", "delivery": "FREE delivery Apr 25 - May 7 for Prime members"},
{"title": "GX2 Spinning Reel and Fishing Rod Combo", "asin": "B00IW5YDP8", "price": "$60.65", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Inshore Select Spinning Fishing Rod", "asin": "B01IDEQU4O", "price": "$59.95", "delivery": "FREE delivery Sat, Apr 12 for Prime members Only 7 left in stock (more on the way)."},
{"title": "Elite Casting Fishing Rod", "asin": "B00VS0QR4E", "price": "$69.95", "delivery": "FREE delivery Mon, Apr 14 for Prime members"},
{"title": "Complete Spincast Reel and Fishing Rod Kit", "asin": "B08DDDNZM9", "price": "$44.19", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "Elite Spinning Reel and Fishing Rod Combo", "asin": "B00VS0T3PE", "price": "$69.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Shakespeare Ugly Stik 6\u2019 GX2 Spinning Rod, Three Piece Spinning Rod, 6-15lb Line Rating, Medium Rod Power, Moderate Fast Action, 1/8-5/8 oz. Lure Rating", "asin": "B00FPQSSP8", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "Carbon Spinning Fishing Rod", "asin": "B07XM9HPBW", "price": "$89.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:44:48.810Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"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\": \"2025-04-09T23:56:10.752Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "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": "2025-04-09T23:56:10.752Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T23:56:10.752Z
|
input
|
fish oil
|
rule
|
2025-04-09T23:56:10.752Z
|
input
|
fish oil
|
train
| 461 |
2025-04-09T23:56:10.752Z
|
input
|
fish oil
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "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": "2025-04-09T23:56:10.752Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"fish oil\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T23:56:10.923Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "fish oil"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T23:56:10.923Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-04-09T23:56:10.923Z
|
click
|
search
|
rule
|
2025-04-09T23:56:10.923Z
|
click
|
search
|
train
| 462 |
2025-04-09T23:56:10.923Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "fish oil"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-09T23:56:10.923Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"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\": \"2025-05-01T14:25:59.858Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "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": "2025-05-01T14:25:59.858Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:25:59.858Z
|
input
|
fish oil
|
rule
|
2025-05-01T14:25:59.858Z
|
input
|
fish oil
|
train
| 463 |
2025-05-01T14:25:59.858Z
|
input
|
fish oil
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "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": "2025-05-01T14:25:59.858Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"fish oil\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:26:00.144Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "fish oil"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:26:00.144Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:26:00.144Z
|
click
|
search
|
rule
|
2025-05-01T14:26:00.144Z
|
click
|
search
|
train
| 464 |
2025-05-01T14:26:00.144Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "fish oil"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:26:00.144Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"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\": \"fish oil\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free\", \"asin\": \"B09T9TSXNS\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 180 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 90 Servings\", \"asin\": \"B002CQU564\"},\n{\"title\": \"Natures Bounty Fish Oil\", \"asin\": \"B00BB2BXQ6\"},\n{\"title\": \"Puritan's Pride Premium Triple Active Omega 3-6-9 Fish, Flax, and Borage Oils, Dietary Supplement for Heart, Joint, and Cellular Health Support, 240 Rapid Release Softgels\", \"asin\": \"B004R674TI\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\"},\n{\"title\": \"Carlson - Super Omega-3 Gems, 1200 mg Omega-3 Fatty Acids with EPA and DHA, Wild-Caught Norwegian Supplement, Sustainably Sourced Fish Oil Capsules, Omega 3 Supplements, 100+30 Softgels\", \"asin\": \"B001LF39QA\"},\n{\"title\": \"Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per Serving), Gluten Free (Pack of 2)\", \"asin\": \"B0D182MH71\"},\n{\"title\": \"Bronson Omega 3 Fish Oil Triple Strength 2720 mg, High EPA 1250 mg DHA 488 mg, Non-GMO Heavy Metal Tested, 360 Softgels\", \"asin\": \"B01JAX0MKA\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 16 oz - 1560 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 96 Servings\", \"asin\": \"B002WTCLHC\"},\n{\"title\": \"Nordic Naturals ProOmega 2000, Lemon Flavor - 120 Soft Gels - 2150 mg Omega-3 - Ultra High-Potency Fish Oil - EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 60 Servings\", \"asin\": \"B01HQPYHDC\"},\n{\"title\": \"Fish Oil 500 Mg Sftgl\", \"asin\": \"B09NLYFVZM\"},\n{\"title\": \"Fish Oil 1200 Mg - 360 Mg Sftgl\", \"asin\": \"B09NQJZF4M\"},\n{\"title\": \"Nature Made Fish Oil Softgels - Omega 3 Supplement for Heart Health, 230 Softgels, 115 Day Supply (Pack of 2)\", \"asin\": \"B0D14YFVFR\"},\n{\"title\": \"Fish Oil 1000 Mg Sftgl\", \"asin\": \"B09NLZRXKZ\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 120 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 60 Servings\", \"asin\": \"B002CQU53W\"},\n{\"title\": \"Pure Encapsulations EPA/DHA Essentials - Fish Oil Concentrate Supplement to Support Cardiovascular Health - Premium EPA & DHA Supplement with Omega 3-180 Softgel Capsules\", \"asin\": \"B001F39E6M\"},\n{\"title\": \"Monthly Pill Organizer, 31 Day Pill Dispenser 3 Times a Day with Small Pill Box, 4 Week Pill Container for Vitamins, Fish Oil, Supplement and Medicine- BPA Free, Easy to Use\", \"asin\": \"B0DPQH98B8\", \"price\": \"$28.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Large Weekly Pill Organizer,7 Day Cute Heart Pill Organizer,Weekly Container for Fish Oil/Medicine/Supplements (Blue2+Pink3)\", \"asin\": \"B0F2YPNLN7\", \"price\": \"$11.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan Only 4 left in stock - order soon.\"},\n{\"title\": \"Nordic Naturals Ultimate Omega Liquid, Lemon Flavor - 4 oz - 2840 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 24 Servings\", \"asin\": \"B002WTCLG8\"},\n{\"title\": \"Nature's Way Super Fisol Fish Oil, Enteric Coated, Supports Cardiovascular and Joint Health*, Mega Potency Omega-3s, 180 Softgels (Packaging May Vary)\", \"asin\": \"B002HYLCRM\"},\n{\"title\": \"Nordic Naturals Arctic Cod Liver Oil, Orange - 16 oz - 1060 mg Total Omega-3s with EPA & DHA - Heart & Brain Health, Healthy Immunity, Overall Wellness - Non-GMO - 96 Servings\", \"asin\": \"B002WTCM3K\"},\n{\"title\": \"Nordic Naturals Ultimate Omega in Fish Gelatin, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement - EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings\", \"asin\": \"B004GEWJVE\"},\n{\"title\": \"Large Weekly Pill Organizer, 7 Day Pill Box, Twice a Day, AM PM Pill Box, can Hold a Large Amount of Vitamins, Supplements, Fish Oil, and medications (Purple Yellow)\", \"asin\": \"B0DZ5P7FGK\", \"price\": \"$8.99\", \"delivery\": \"$8.20 delivery Ships to Japan This item will be released on May 2, 2025.\"},\n{\"title\": \"Weekly Pill Organizer 2 Times a Day with Moisture-resistant Design, Pink AM PM Pill Box 7 Day for Easy Filling, Portable Pill Case for Travel, Large Pill Holder for Vitamin, Fish Oil, Supplement\", \"asin\": \"B0D8PK1KJZ\", \"price\": \"$9.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Pill Organizer 2 Times A Day, 7 Day Am Pm Pill Box - Acedada Weekly Pill Organizer with Separate Container, Portable Daily Medicine Planner Dispenser Case for Vitamin, Fish Oils, Supplements, Green\", \"asin\": \"B0BRRXDZR2\", \"price\": \"$17.99\", \"delivery\": \"Delivery May 12 - 15 Ships to Japan\"},\n{\"title\": \"Nordic Naturals Ultimate Omega Xtra, Lemon Flavor - 60 Soft Gels - 1480 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings\", \"asin\": \"B005SV2SCO\"},\n{\"title\": \"Nature Made Fish Oil 1000 mg Softgels, Omega 3 Fish Oil Supplements for Healthy Heart Support with 90 Softgels, 45 Day Supply (Pack of 2)\", \"asin\": \"B0D14YC252\"},\n{\"title\": \"Nordic Naturals ProEPA, Lemon - 120 Soft Gels - 1210 mg Omega-3 - High-Intensity EPA Formula for Healthy Mood, Heart Health & Cellular Function - Non-GMO - 60 Servings\", \"asin\": \"B0012QZ4WU\"},\n{\"title\": \"Nordic Naturals Ultimate Omega Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, Joint, & Immune Health - Non-GMO - 48 Servings\", \"asin\": \"B00N8NOMYG\"},\n{\"title\": \"Mossime Metal Travel Pill Organizer, Portable 7 Day Vitamin Organizer Stackable, Waterproof 1 Times A Day Pill Box, Large Pill Container, Daily Medicine Organizer for Vitamin, Fish Oil, Supplement\", \"asin\": \"B0BWRQR4K9\", \"price\": \"$19.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Nordic Naturals DHA Xtra, Strawberry - 60 Soft Gels - 1660 mg Omega-3 - High-Intensity DHA Formula for Brain & Nervous System Support - Non-GMO - 30 Servings\", \"asin\": \"B004O8I7JA\"},\n{\"title\": \"Nature Made Omega 3 Fish Oil 1200 mg, Fish Oil Supplements as Ethyl Esters, Omega 3 Fish Oil for Healthy Heart, Brain and Eyes Support, One Per Day, Omega 3 Supplement with 100 Softgels (Pack of 2)\", \"asin\": \"B0CW7RB2R4\"},\n{\"title\": \"Nordic Naturals EPA Xtra, Lemon - 60 Soft Gels - 1640 mg Omega-3 - High-Intensity EPA Formula for Positive Mood, Heart Health & Healthy Immunity - Non-GMO - 30 Servings\", \"asin\": \"B002CQU4Z6\"},\n{\"title\": \"Nordic Naturals ProOmega-D Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 48 Servings\", \"asin\": \"B005WAXN4I\"},\n{\"title\": \"XL Large Weekly Pill Organizer 4 Times a Day, 7-Day Pill Boxes and Organizer AM PM, Big Compartments Pill Case, Monthly Medication Organizer 29 Days Dispenser for Fish Oils\", \"asin\": \"B08B5TT1TW\", \"price\": \"$14.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Nordic Naturals Complete Omega, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, Positive Mood - Non-GMO - 48 Servings\", \"asin\": \"B002WTCLHW\"},\n{\"title\": \"Nordic Naturals ProOmega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High Potency Fish Oil with EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings\", \"asin\": \"B0012QZ4ZC\"},\n{\"title\": \"Nordic Naturals Omega-3D, Lemon Flavor - 8 oz - 1560 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 48 Servings\", \"asin\": \"B002WTCLHM\"},\n{\"title\": \"Nordic Naturals Arctic-D Cod Liver Oil, Lemon - 8 oz - 1060 mg Total Omega-3s + 1000 IU Vitamin D3 - EPA & DHA - Heart, Brain, Bone, Immune & Mood Support - Non-GMO - 48 Servings\", \"asin\": \"B002WTCM6M\"},\n{\"title\": \"Nordic Naturals Omega-3D, Lemon Flavor - 60 Soft Gels - 690 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 30\", \"asin\": \"B002CQU4ZQ\"},\n{\"title\": \"Nordic Naturals Omega-3 Pet, Unflavored - 8 oz - 1518 mg Omega-3 Per Teaspoon - Fish Oil for Medium to Large Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health\", \"asin\": \"B007ZTL3ZK\"},\n{\"title\": \"Nordic Naturals Ultimate Omega Jr., Strawberry - 120 Mini Soft Gels - 680 Total Omega-3s with EPA & DHA - Brain Health, Mood, Learning - Non-GMO - 60 Servings\", \"asin\": \"B07V9NZX7N\"},\n{\"title\": \"Dropi Omega 3 Fish Oil 500mg (180 Capsules) - Maximum Strength Omega-3s EPA, DHA, Vitamin A & D - Natural & Extra Virgin Cod Liver Oil Supplement for Immune System, Brain Health & Joint Support\", \"asin\": \"B077PWK1D8\", \"delivery\": \"Currently unavailable.\"},\n{\"title\": \"Nordic Naturals Algae Omega - 120 Soft Gels - 715 mg Omega-3 - Certified Vegan Algae Oil - Plant-Based EPA & DHA - Heart, Eye, Immune & Brain Health - Non-GMO - 60 Servings\", \"asin\": \"B009KTUGSS\"},\n{\"title\": \"Nordic Naturals Children\\u2019s DHA, Strawberry - 4 oz for Kids- 530 mg Omega-3 with EPA & DHA - Brain Development & Function - Non-GMO - 48 Servings\", \"asin\": \"B000PSX1SA\"},\n{\"title\": \"Amazon Basics Fish Oil 303 mg, Lemon, Orange & Strawberry-Banana Flavors, 90 Gummies (2 per Serving), EPA and DHA Omega-3 Fatty acids (Previously Solimo) (Pack of 2)\", \"asin\": \"B0C862VYH2\"},\n{\"title\": \"Coromega MAX 2400mg Omega-3 Fish Oil + Vitamin D Squeeze Packets, Wild-Caught, No Fishy Taste - 3X Better Absorption Than Softgels, Supports Brain & Heart Health (60 Servings, Coconut Bliss)\", \"asin\": \"B01LX6FQM4\", \"delivery\": \"Currently unavailable.\"},\n{\"title\": \"Bronson Antarctic Krill Oil 1000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels\", \"asin\": \"B01MCWCO2Y\"},\n{\"title\": \"Orgain Fish Oil Omega 3 Supplement 1240mg, EPA & DHA 1130mg, Supports Joint, Eye, Brain & Heart Health, No Mercury or Toxins, Sustainably Sourced from Wild-Caught Fish - 90 Softgels, 45 Day Supply\", \"asin\": \"B094K3LJLX\"},\n{\"title\": \"Nordic Naturals ProEFA 3-6-9, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, & Positive Mood - Non-GMO - 48 Servings\", \"asin\": \"B002BZPEP8\"},\n{\"title\": \"Bronson Antarctic Krill Oil 2000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels (60 Servings)\", \"asin\": \"B08NXT9T9M\"},\n{\"title\": \"Biotics Research Biomega-1000\\u2122 Omega 3 1000mg Fish Oil Supplement with EPA/DHA, Highly Concentrated Fish oil Omega-3 Fatty Acids For Women & Men \\u2013 Supports Immune & Cardiovascular Health \\u2013 90 Softgels\", \"asin\": \"B079MN529J\"},\n{\"title\": \"Nordic Naturals ProOmega-D, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings\", \"asin\": \"B07MNMLVX3\"},\n{\"title\": \"Nordic Naturals Ultimate Omega 2X with Vitamin D3, Lemon Flavor - 60 Soft Gels - 2150 mg Omega-3 + 1000 IU D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings\", \"asin\": \"B06XPSHP7R\"},\n{\"title\": \"Nordic Naturals Omega-3 Pet, Unflavored - 180 Soft Gels - 330 mg Omega-3 Per Soft Gel - Fish Oil for Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health\", \"asin\": \"B002CQU596\"},\n{\"title\": \"Jarrow Formulas Borage 1200 mg - 120 Softgels - Source of GLA - Borage Oil Supplement - For Skin Health & Immune System Support, Mild PMS Discomfort Support - Up to 120 Servings\", \"asin\": \"B0013OUJJY\"},\n{\"title\": \"Barhon Pill Organizer Large, Weekly Pills Organizer Pill Box, Medicine Pill Organizers Travel, 7 Day Pill Case for Big Vitamin Supplements Fish Oil, Black\", \"asin\": \"B09CL246NW\", \"price\": \"$6.28\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Pill Organizer 3 Times A Day, 7 Day Pill Box 3 Times A Day - Acedada Weekly Vitamin Box Organizer with 7 Separate Containers, Portable Daily Medicine Planner Case for Vitamin Fish Oil Supplement, Blue\", \"asin\": \"B0C2VB6HFH\", \"price\": \"$17.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"XL Large Monthly Pill Organizer 4 Weeks, 28 Day Pill Organizer Weekly, Big Compartment with Travel Case, 7 Day Pill Dispenser 4 Times a Day, Medicine Organizer Box for Vitamin, Fish Oil\", \"asin\": \"B08C4SWWXS\", \"price\": \"$14.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Pill Organizer 3 Times A Day, Weekly Pill Box Meets Three Times A Day Needs,Large Travel Medicine Organizer Case, am noon pm Labels Suitable for Storing Vitamin, Supplement, Fish Oil. Green\", \"asin\": \"B0DLNGSPYK\", \"price\": \"$17.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:26:28.305Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "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": "fish oil"}],
"search_results": [{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free", "asin": "B09T9TSXNS"},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 180 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 90 Servings", "asin": "B002CQU564"},
{"title": "Natures Bounty Fish Oil", "asin": "B00BB2BXQ6"},
{"title": "Puritan's Pride Premium Triple Active Omega 3-6-9 Fish, Flax, and Borage Oils, Dietary Supplement for Heart, Joint, and Cellular Health Support, 240 Rapid Release Softgels", "asin": "B004R674TI"},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5"},
{"title": "Carlson - Super Omega-3 Gems, 1200 mg Omega-3 Fatty Acids with EPA and DHA, Wild-Caught Norwegian Supplement, Sustainably Sourced Fish Oil Capsules, Omega 3 Supplements, 100+30 Softgels", "asin": "B001LF39QA"},
{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per Serving), Gluten Free (Pack of 2)", "asin": "B0D182MH71"},
{"title": "Bronson Omega 3 Fish Oil Triple Strength 2720 mg, High EPA 1250 mg DHA 488 mg, Non-GMO Heavy Metal Tested, 360 Softgels", "asin": "B01JAX0MKA"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 16 oz - 1560 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 96 Servings", "asin": "B002WTCLHC"},
{"title": "Nordic Naturals ProOmega 2000, Lemon Flavor - 120 Soft Gels - 2150 mg Omega-3 - Ultra High-Potency Fish Oil - EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 60 Servings", "asin": "B01HQPYHDC"},
{"title": "Fish Oil 500 Mg Sftgl", "asin": "B09NLYFVZM"},
{"title": "Fish Oil 1200 Mg - 360 Mg Sftgl", "asin": "B09NQJZF4M"},
{"title": "Nature Made Fish Oil Softgels - Omega 3 Supplement for Heart Health, 230 Softgels, 115 Day Supply (Pack of 2)", "asin": "B0D14YFVFR"},
{"title": "Fish Oil 1000 Mg Sftgl", "asin": "B09NLZRXKZ"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 120 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 60 Servings", "asin": "B002CQU53W"},
{"title": "Pure Encapsulations EPA/DHA Essentials - Fish Oil Concentrate Supplement to Support Cardiovascular Health - Premium EPA & DHA Supplement with Omega 3-180 Softgel Capsules", "asin": "B001F39E6M"},
{"title": "Monthly Pill Organizer, 31 Day Pill Dispenser 3 Times a Day with Small Pill Box, 4 Week Pill Container for Vitamins, Fish Oil, Supplement and Medicine- BPA Free, Easy to Use", "asin": "B0DPQH98B8", "price": "$28.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Large Weekly Pill Organizer,7 Day Cute Heart Pill Organizer,Weekly Container for Fish Oil/Medicine/Supplements (Blue2+Pink3)", "asin": "B0F2YPNLN7", "price": "$11.99", "delivery": "Delivery Thu, May 15 Ships to Japan Only 4 left in stock - order soon."},
{"title": "Nordic Naturals Ultimate Omega Liquid, Lemon Flavor - 4 oz - 2840 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 24 Servings", "asin": "B002WTCLG8"},
{"title": "Nature's Way Super Fisol Fish Oil, Enteric Coated, Supports Cardiovascular and Joint Health*, Mega Potency Omega-3s, 180 Softgels (Packaging May Vary)", "asin": "B002HYLCRM"},
{"title": "Nordic Naturals Arctic Cod Liver Oil, Orange - 16 oz - 1060 mg Total Omega-3s with EPA & DHA - Heart & Brain Health, Healthy Immunity, Overall Wellness - Non-GMO - 96 Servings", "asin": "B002WTCM3K"},
{"title": "Nordic Naturals Ultimate Omega in Fish Gelatin, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement - EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings", "asin": "B004GEWJVE"},
{"title": "Large Weekly Pill Organizer, 7 Day Pill Box, Twice a Day, AM PM Pill Box, can Hold a Large Amount of Vitamins, Supplements, Fish Oil, and medications (Purple Yellow)", "asin": "B0DZ5P7FGK", "price": "$8.99", "delivery": "$8.20 delivery Ships to Japan This item will be released on May 2, 2025."},
{"title": "Weekly Pill Organizer 2 Times a Day with Moisture-resistant Design, Pink AM PM Pill Box 7 Day for Easy Filling, Portable Pill Case for Travel, Large Pill Holder for Vitamin, Fish Oil, Supplement", "asin": "B0D8PK1KJZ", "price": "$9.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 2 Times A Day, 7 Day Am Pm Pill Box - Acedada Weekly Pill Organizer with Separate Container, Portable Daily Medicine Planner Dispenser Case for Vitamin, Fish Oils, Supplements, Green", "asin": "B0BRRXDZR2", "price": "$17.99", "delivery": "Delivery May 12 - 15 Ships to Japan"},
{"title": "Nordic Naturals Ultimate Omega Xtra, Lemon Flavor - 60 Soft Gels - 1480 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings", "asin": "B005SV2SCO"},
{"title": "Nature Made Fish Oil 1000 mg Softgels, Omega 3 Fish Oil Supplements for Healthy Heart Support with 90 Softgels, 45 Day Supply (Pack of 2)", "asin": "B0D14YC252"},
{"title": "Nordic Naturals ProEPA, Lemon - 120 Soft Gels - 1210 mg Omega-3 - High-Intensity EPA Formula for Healthy Mood, Heart Health & Cellular Function - Non-GMO - 60 Servings", "asin": "B0012QZ4WU"},
{"title": "Nordic Naturals Ultimate Omega Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, Joint, & Immune Health - Non-GMO - 48 Servings", "asin": "B00N8NOMYG"},
{"title": "Mossime Metal Travel Pill Organizer, Portable 7 Day Vitamin Organizer Stackable, Waterproof 1 Times A Day Pill Box, Large Pill Container, Daily Medicine Organizer for Vitamin, Fish Oil, Supplement", "asin": "B0BWRQR4K9", "price": "$19.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Nordic Naturals DHA Xtra, Strawberry - 60 Soft Gels - 1660 mg Omega-3 - High-Intensity DHA Formula for Brain & Nervous System Support - Non-GMO - 30 Servings", "asin": "B004O8I7JA"},
{"title": "Nature Made Omega 3 Fish Oil 1200 mg, Fish Oil Supplements as Ethyl Esters, Omega 3 Fish Oil for Healthy Heart, Brain and Eyes Support, One Per Day, Omega 3 Supplement with 100 Softgels (Pack of 2)", "asin": "B0CW7RB2R4"},
{"title": "Nordic Naturals EPA Xtra, Lemon - 60 Soft Gels - 1640 mg Omega-3 - High-Intensity EPA Formula for Positive Mood, Heart Health & Healthy Immunity - Non-GMO - 30 Servings", "asin": "B002CQU4Z6"},
{"title": "Nordic Naturals ProOmega-D Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 48 Servings", "asin": "B005WAXN4I"},
{"title": "XL Large Weekly Pill Organizer 4 Times a Day, 7-Day Pill Boxes and Organizer AM PM, Big Compartments Pill Case, Monthly Medication Organizer 29 Days Dispenser for Fish Oils", "asin": "B08B5TT1TW", "price": "$14.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Nordic Naturals Complete Omega, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, Positive Mood - Non-GMO - 48 Servings", "asin": "B002WTCLHW"},
{"title": "Nordic Naturals ProOmega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High Potency Fish Oil with EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings", "asin": "B0012QZ4ZC"},
{"title": "Nordic Naturals Omega-3D, Lemon Flavor - 8 oz - 1560 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 48 Servings", "asin": "B002WTCLHM"},
{"title": "Nordic Naturals Arctic-D Cod Liver Oil, Lemon - 8 oz - 1060 mg Total Omega-3s + 1000 IU Vitamin D3 - EPA & DHA - Heart, Brain, Bone, Immune & Mood Support - Non-GMO - 48 Servings", "asin": "B002WTCM6M"},
{"title": "Nordic Naturals Omega-3D, Lemon Flavor - 60 Soft Gels - 690 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 30", "asin": "B002CQU4ZQ"},
{"title": "Nordic Naturals Omega-3 Pet, Unflavored - 8 oz - 1518 mg Omega-3 Per Teaspoon - Fish Oil for Medium to Large Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health", "asin": "B007ZTL3ZK"},
{"title": "Nordic Naturals Ultimate Omega Jr., Strawberry - 120 Mini Soft Gels - 680 Total Omega-3s with EPA & DHA - Brain Health, Mood, Learning - Non-GMO - 60 Servings", "asin": "B07V9NZX7N"},
{"title": "Dropi Omega 3 Fish Oil 500mg (180 Capsules) - Maximum Strength Omega-3s EPA, DHA, Vitamin A & D - Natural & Extra Virgin Cod Liver Oil Supplement for Immune System, Brain Health & Joint Support", "asin": "B077PWK1D8", "delivery": "Currently unavailable."},
{"title": "Nordic Naturals Algae Omega - 120 Soft Gels - 715 mg Omega-3 - Certified Vegan Algae Oil - Plant-Based EPA & DHA - Heart, Eye, Immune & Brain Health - Non-GMO - 60 Servings", "asin": "B009KTUGSS"},
{"title": "Nordic Naturals Children\u2019s DHA, Strawberry - 4 oz for Kids- 530 mg Omega-3 with EPA & DHA - Brain Development & Function - Non-GMO - 48 Servings", "asin": "B000PSX1SA"},
{"title": "Amazon Basics Fish Oil 303 mg, Lemon, Orange & Strawberry-Banana Flavors, 90 Gummies (2 per Serving), EPA and DHA Omega-3 Fatty acids (Previously Solimo) (Pack of 2)", "asin": "B0C862VYH2"},
{"title": "Coromega MAX 2400mg Omega-3 Fish Oil + Vitamin D Squeeze Packets, Wild-Caught, No Fishy Taste - 3X Better Absorption Than Softgels, Supports Brain & Heart Health (60 Servings, Coconut Bliss)", "asin": "B01LX6FQM4", "delivery": "Currently unavailable."},
{"title": "Bronson Antarctic Krill Oil 1000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels", "asin": "B01MCWCO2Y"},
{"title": "Orgain Fish Oil Omega 3 Supplement 1240mg, EPA & DHA 1130mg, Supports Joint, Eye, Brain & Heart Health, No Mercury or Toxins, Sustainably Sourced from Wild-Caught Fish - 90 Softgels, 45 Day Supply", "asin": "B094K3LJLX"},
{"title": "Nordic Naturals ProEFA 3-6-9, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, & Positive Mood - Non-GMO - 48 Servings", "asin": "B002BZPEP8"},
{"title": "Bronson Antarctic Krill Oil 2000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels (60 Servings)", "asin": "B08NXT9T9M"},
{"title": "Biotics Research Biomega-1000\u2122 Omega 3 1000mg Fish Oil Supplement with EPA/DHA, Highly Concentrated Fish oil Omega-3 Fatty Acids For Women & Men \u2013 Supports Immune & Cardiovascular Health \u2013 90 Softgels", "asin": "B079MN529J"},
{"title": "Nordic Naturals ProOmega-D, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings", "asin": "B07MNMLVX3"},
{"title": "Nordic Naturals Ultimate Omega 2X with Vitamin D3, Lemon Flavor - 60 Soft Gels - 2150 mg Omega-3 + 1000 IU D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings", "asin": "B06XPSHP7R"},
{"title": "Nordic Naturals Omega-3 Pet, Unflavored - 180 Soft Gels - 330 mg Omega-3 Per Soft Gel - Fish Oil for Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health", "asin": "B002CQU596"},
{"title": "Jarrow Formulas Borage 1200 mg - 120 Softgels - Source of GLA - Borage Oil Supplement - For Skin Health & Immune System Support, Mild PMS Discomfort Support - Up to 120 Servings", "asin": "B0013OUJJY"},
{"title": "Barhon Pill Organizer Large, Weekly Pills Organizer Pill Box, Medicine Pill Organizers Travel, 7 Day Pill Case for Big Vitamin Supplements Fish Oil, Black", "asin": "B09CL246NW", "price": "$6.28", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 3 Times A Day, 7 Day Pill Box 3 Times A Day - Acedada Weekly Vitamin Box Organizer with 7 Separate Containers, Portable Daily Medicine Planner Case for Vitamin Fish Oil Supplement, Blue", "asin": "B0C2VB6HFH", "price": "$17.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "XL Large Monthly Pill Organizer 4 Weeks, 28 Day Pill Organizer Weekly, Big Compartment with Travel Case, 7 Day Pill Dispenser 4 Times a Day, Medicine Organizer Box for Vitamin, Fish Oil", "asin": "B08C4SWWXS", "price": "$14.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 3 Times A Day, Weekly Pill Box Meets Three Times A Day Needs,Large Travel Medicine Organizer Case, am noon pm Labels Suitable for Storing Vitamin, Supplement, Fish Oil. Green", "asin": "B0DLNGSPYK", "price": "$17.99", "delivery": "Delivery Thu, May 15 Ships to Japan"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:26:28.305Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:26:28.305Z
|
click
|
other
|
rule
|
2025-05-01T14:26:28.305Z
|
click
|
other
|
train
| 465 |
2025-05-01T14:26:28.305Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "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": "fish oil"}],
"search_results": [{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free", "asin": "B09T9TSXNS"},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 180 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 90 Servings", "asin": "B002CQU564"},
{"title": "Natures Bounty Fish Oil", "asin": "B00BB2BXQ6"},
{"title": "Puritan's Pride Premium Triple Active Omega 3-6-9 Fish, Flax, and Borage Oils, Dietary Supplement for Heart, Joint, and Cellular Health Support, 240 Rapid Release Softgels", "asin": "B004R674TI"},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5"},
{"title": "Carlson - Super Omega-3 Gems, 1200 mg Omega-3 Fatty Acids with EPA and DHA, Wild-Caught Norwegian Supplement, Sustainably Sourced Fish Oil Capsules, Omega 3 Supplements, 100+30 Softgels", "asin": "B001LF39QA"},
{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per Serving), Gluten Free (Pack of 2)", "asin": "B0D182MH71"},
{"title": "Bronson Omega 3 Fish Oil Triple Strength 2720 mg, High EPA 1250 mg DHA 488 mg, Non-GMO Heavy Metal Tested, 360 Softgels", "asin": "B01JAX0MKA"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 16 oz - 1560 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 96 Servings", "asin": "B002WTCLHC"},
{"title": "Nordic Naturals ProOmega 2000, Lemon Flavor - 120 Soft Gels - 2150 mg Omega-3 - Ultra High-Potency Fish Oil - EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 60 Servings", "asin": "B01HQPYHDC"},
{"title": "Fish Oil 500 Mg Sftgl", "asin": "B09NLYFVZM"},
{"title": "Fish Oil 1200 Mg - 360 Mg Sftgl", "asin": "B09NQJZF4M"},
{"title": "Nature Made Fish Oil Softgels - Omega 3 Supplement for Heart Health, 230 Softgels, 115 Day Supply (Pack of 2)", "asin": "B0D14YFVFR"},
{"title": "Fish Oil 1000 Mg Sftgl", "asin": "B09NLZRXKZ"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 120 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 60 Servings", "asin": "B002CQU53W"},
{"title": "Pure Encapsulations EPA/DHA Essentials - Fish Oil Concentrate Supplement to Support Cardiovascular Health - Premium EPA & DHA Supplement with Omega 3-180 Softgel Capsules", "asin": "B001F39E6M"},
{"title": "Monthly Pill Organizer, 31 Day Pill Dispenser 3 Times a Day with Small Pill Box, 4 Week Pill Container for Vitamins, Fish Oil, Supplement and Medicine- BPA Free, Easy to Use", "asin": "B0DPQH98B8", "price": "$28.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Large Weekly Pill Organizer,7 Day Cute Heart Pill Organizer,Weekly Container for Fish Oil/Medicine/Supplements (Blue2+Pink3)", "asin": "B0F2YPNLN7", "price": "$11.99", "delivery": "Delivery Thu, May 15 Ships to Japan Only 4 left in stock - order soon."},
{"title": "Nordic Naturals Ultimate Omega Liquid, Lemon Flavor - 4 oz - 2840 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 24 Servings", "asin": "B002WTCLG8"},
{"title": "Nature's Way Super Fisol Fish Oil, Enteric Coated, Supports Cardiovascular and Joint Health*, Mega Potency Omega-3s, 180 Softgels (Packaging May Vary)", "asin": "B002HYLCRM"},
{"title": "Nordic Naturals Arctic Cod Liver Oil, Orange - 16 oz - 1060 mg Total Omega-3s with EPA & DHA - Heart & Brain Health, Healthy Immunity, Overall Wellness - Non-GMO - 96 Servings", "asin": "B002WTCM3K"},
{"title": "Nordic Naturals Ultimate Omega in Fish Gelatin, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement - EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings", "asin": "B004GEWJVE"},
{"title": "Large Weekly Pill Organizer, 7 Day Pill Box, Twice a Day, AM PM Pill Box, can Hold a Large Amount of Vitamins, Supplements, Fish Oil, and medications (Purple Yellow)", "asin": "B0DZ5P7FGK", "price": "$8.99", "delivery": "$8.20 delivery Ships to Japan This item will be released on May 2, 2025."},
{"title": "Weekly Pill Organizer 2 Times a Day with Moisture-resistant Design, Pink AM PM Pill Box 7 Day for Easy Filling, Portable Pill Case for Travel, Large Pill Holder for Vitamin, Fish Oil, Supplement", "asin": "B0D8PK1KJZ", "price": "$9.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 2 Times A Day, 7 Day Am Pm Pill Box - Acedada Weekly Pill Organizer with Separate Container, Portable Daily Medicine Planner Dispenser Case for Vitamin, Fish Oils, Supplements, Green", "asin": "B0BRRXDZR2", "price": "$17.99", "delivery": "Delivery May 12 - 15 Ships to Japan"},
{"title": "Nordic Naturals Ultimate Omega Xtra, Lemon Flavor - 60 Soft Gels - 1480 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings", "asin": "B005SV2SCO"},
{"title": "Nature Made Fish Oil 1000 mg Softgels, Omega 3 Fish Oil Supplements for Healthy Heart Support with 90 Softgels, 45 Day Supply (Pack of 2)", "asin": "B0D14YC252"},
{"title": "Nordic Naturals ProEPA, Lemon - 120 Soft Gels - 1210 mg Omega-3 - High-Intensity EPA Formula for Healthy Mood, Heart Health & Cellular Function - Non-GMO - 60 Servings", "asin": "B0012QZ4WU"},
{"title": "Nordic Naturals Ultimate Omega Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, Joint, & Immune Health - Non-GMO - 48 Servings", "asin": "B00N8NOMYG"},
{"title": "Mossime Metal Travel Pill Organizer, Portable 7 Day Vitamin Organizer Stackable, Waterproof 1 Times A Day Pill Box, Large Pill Container, Daily Medicine Organizer for Vitamin, Fish Oil, Supplement", "asin": "B0BWRQR4K9", "price": "$19.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Nordic Naturals DHA Xtra, Strawberry - 60 Soft Gels - 1660 mg Omega-3 - High-Intensity DHA Formula for Brain & Nervous System Support - Non-GMO - 30 Servings", "asin": "B004O8I7JA"},
{"title": "Nature Made Omega 3 Fish Oil 1200 mg, Fish Oil Supplements as Ethyl Esters, Omega 3 Fish Oil for Healthy Heart, Brain and Eyes Support, One Per Day, Omega 3 Supplement with 100 Softgels (Pack of 2)", "asin": "B0CW7RB2R4"},
{"title": "Nordic Naturals EPA Xtra, Lemon - 60 Soft Gels - 1640 mg Omega-3 - High-Intensity EPA Formula for Positive Mood, Heart Health & Healthy Immunity - Non-GMO - 30 Servings", "asin": "B002CQU4Z6"},
{"title": "Nordic Naturals ProOmega-D Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 48 Servings", "asin": "B005WAXN4I"},
{"title": "XL Large Weekly Pill Organizer 4 Times a Day, 7-Day Pill Boxes and Organizer AM PM, Big Compartments Pill Case, Monthly Medication Organizer 29 Days Dispenser for Fish Oils", "asin": "B08B5TT1TW", "price": "$14.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Nordic Naturals Complete Omega, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, Positive Mood - Non-GMO - 48 Servings", "asin": "B002WTCLHW"},
{"title": "Nordic Naturals ProOmega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High Potency Fish Oil with EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings", "asin": "B0012QZ4ZC"},
{"title": "Nordic Naturals Omega-3D, Lemon Flavor - 8 oz - 1560 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 48 Servings", "asin": "B002WTCLHM"},
{"title": "Nordic Naturals Arctic-D Cod Liver Oil, Lemon - 8 oz - 1060 mg Total Omega-3s + 1000 IU Vitamin D3 - EPA & DHA - Heart, Brain, Bone, Immune & Mood Support - Non-GMO - 48 Servings", "asin": "B002WTCM6M"},
{"title": "Nordic Naturals Omega-3D, Lemon Flavor - 60 Soft Gels - 690 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 30", "asin": "B002CQU4ZQ"},
{"title": "Nordic Naturals Omega-3 Pet, Unflavored - 8 oz - 1518 mg Omega-3 Per Teaspoon - Fish Oil for Medium to Large Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health", "asin": "B007ZTL3ZK"},
{"title": "Nordic Naturals Ultimate Omega Jr., Strawberry - 120 Mini Soft Gels - 680 Total Omega-3s with EPA & DHA - Brain Health, Mood, Learning - Non-GMO - 60 Servings", "asin": "B07V9NZX7N"},
{"title": "Dropi Omega 3 Fish Oil 500mg (180 Capsules) - Maximum Strength Omega-3s EPA, DHA, Vitamin A & D - Natural & Extra Virgin Cod Liver Oil Supplement for Immune System, Brain Health & Joint Support", "asin": "B077PWK1D8", "delivery": "Currently unavailable."},
{"title": "Nordic Naturals Algae Omega - 120 Soft Gels - 715 mg Omega-3 - Certified Vegan Algae Oil - Plant-Based EPA & DHA - Heart, Eye, Immune & Brain Health - Non-GMO - 60 Servings", "asin": "B009KTUGSS"},
{"title": "Nordic Naturals Children\u2019s DHA, Strawberry - 4 oz for Kids- 530 mg Omega-3 with EPA & DHA - Brain Development & Function - Non-GMO - 48 Servings", "asin": "B000PSX1SA"},
{"title": "Amazon Basics Fish Oil 303 mg, Lemon, Orange & Strawberry-Banana Flavors, 90 Gummies (2 per Serving), EPA and DHA Omega-3 Fatty acids (Previously Solimo) (Pack of 2)", "asin": "B0C862VYH2"},
{"title": "Coromega MAX 2400mg Omega-3 Fish Oil + Vitamin D Squeeze Packets, Wild-Caught, No Fishy Taste - 3X Better Absorption Than Softgels, Supports Brain & Heart Health (60 Servings, Coconut Bliss)", "asin": "B01LX6FQM4", "delivery": "Currently unavailable."},
{"title": "Bronson Antarctic Krill Oil 1000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels", "asin": "B01MCWCO2Y"},
{"title": "Orgain Fish Oil Omega 3 Supplement 1240mg, EPA & DHA 1130mg, Supports Joint, Eye, Brain & Heart Health, No Mercury or Toxins, Sustainably Sourced from Wild-Caught Fish - 90 Softgels, 45 Day Supply", "asin": "B094K3LJLX"},
{"title": "Nordic Naturals ProEFA 3-6-9, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, & Positive Mood - Non-GMO - 48 Servings", "asin": "B002BZPEP8"},
{"title": "Bronson Antarctic Krill Oil 2000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels (60 Servings)", "asin": "B08NXT9T9M"},
{"title": "Biotics Research Biomega-1000\u2122 Omega 3 1000mg Fish Oil Supplement with EPA/DHA, Highly Concentrated Fish oil Omega-3 Fatty Acids For Women & Men \u2013 Supports Immune & Cardiovascular Health \u2013 90 Softgels", "asin": "B079MN529J"},
{"title": "Nordic Naturals ProOmega-D, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings", "asin": "B07MNMLVX3"},
{"title": "Nordic Naturals Ultimate Omega 2X with Vitamin D3, Lemon Flavor - 60 Soft Gels - 2150 mg Omega-3 + 1000 IU D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings", "asin": "B06XPSHP7R"},
{"title": "Nordic Naturals Omega-3 Pet, Unflavored - 180 Soft Gels - 330 mg Omega-3 Per Soft Gel - Fish Oil for Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health", "asin": "B002CQU596"},
{"title": "Jarrow Formulas Borage 1200 mg - 120 Softgels - Source of GLA - Borage Oil Supplement - For Skin Health & Immune System Support, Mild PMS Discomfort Support - Up to 120 Servings", "asin": "B0013OUJJY"},
{"title": "Barhon Pill Organizer Large, Weekly Pills Organizer Pill Box, Medicine Pill Organizers Travel, 7 Day Pill Case for Big Vitamin Supplements Fish Oil, Black", "asin": "B09CL246NW", "price": "$6.28", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 3 Times A Day, 7 Day Pill Box 3 Times A Day - Acedada Weekly Vitamin Box Organizer with 7 Separate Containers, Portable Daily Medicine Planner Case for Vitamin Fish Oil Supplement, Blue", "asin": "B0C2VB6HFH", "price": "$17.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "XL Large Monthly Pill Organizer 4 Weeks, 28 Day Pill Organizer Weekly, Big Compartment with Travel Case, 7 Day Pill Dispenser 4 Times a Day, Medicine Organizer Box for Vitamin, Fish Oil", "asin": "B08C4SWWXS", "price": "$14.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 3 Times A Day, Weekly Pill Box Meets Three Times A Day Needs,Large Travel Medicine Organizer Case, am noon pm Labels Suitable for Storing Vitamin, Supplement, Fish Oil. Green", "asin": "B0DLNGSPYK", "price": "$17.99", "delivery": "Delivery Thu, May 15 Ships to Japan"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:26:28.305Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"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\": \"fish oil\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free\", \"asin\": \"B09T9TSXNS\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 180 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 90 Servings\", \"asin\": \"B002CQU564\"},\n{\"title\": \"Natures Bounty Fish Oil\", \"asin\": \"B00BB2BXQ6\"},\n{\"title\": \"Puritan's Pride Premium Triple Active Omega 3-6-9 Fish, Flax, and Borage Oils, Dietary Supplement for Heart, Joint, and Cellular Health Support, 240 Rapid Release Softgels\", \"asin\": \"B004R674TI\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\"},\n{\"title\": \"Carlson - Super Omega-3 Gems, 1200 mg Omega-3 Fatty Acids with EPA and DHA, Wild-Caught Norwegian Supplement, Sustainably Sourced Fish Oil Capsules, Omega 3 Supplements, 100+30 Softgels\", \"asin\": \"B001LF39QA\"},\n{\"title\": \"Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per Serving), Gluten Free (Pack of 2)\", \"asin\": \"B0D182MH71\"},\n{\"title\": \"Bronson Omega 3 Fish Oil Triple Strength 2720 mg, High EPA 1250 mg DHA 488 mg, Non-GMO Heavy Metal Tested, 360 Softgels\", \"asin\": \"B01JAX0MKA\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 16 oz - 1560 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 96 Servings\", \"asin\": \"B002WTCLHC\"},\n{\"title\": \"Nordic Naturals ProOmega 2000, Lemon Flavor - 120 Soft Gels - 2150 mg Omega-3 - Ultra High-Potency Fish Oil - EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 60 Servings\", \"asin\": \"B01HQPYHDC\"},\n{\"title\": \"Fish Oil 500 Mg Sftgl\", \"asin\": \"B09NLYFVZM\"},\n{\"title\": \"Fish Oil 1200 Mg - 360 Mg Sftgl\", \"asin\": \"B09NQJZF4M\"},\n{\"title\": \"Nature Made Fish Oil Softgels - Omega 3 Supplement for Heart Health, 230 Softgels, 115 Day Supply (Pack of 2)\", \"asin\": \"B0D14YFVFR\"},\n{\"title\": \"Fish Oil 1000 Mg Sftgl\", \"asin\": \"B09NLZRXKZ\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 120 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 60 Servings\", \"asin\": \"B002CQU53W\"},\n{\"title\": \"Pure Encapsulations EPA/DHA Essentials - Fish Oil Concentrate Supplement to Support Cardiovascular Health - Premium EPA & DHA Supplement with Omega 3-180 Softgel Capsules\", \"asin\": \"B001F39E6M\"},\n{\"title\": \"Monthly Pill Organizer, 31 Day Pill Dispenser 3 Times a Day with Small Pill Box, 4 Week Pill Container for Vitamins, Fish Oil, Supplement and Medicine- BPA Free, Easy to Use\", \"asin\": \"B0DPQH98B8\", \"price\": \"$28.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Large Weekly Pill Organizer,7 Day Cute Heart Pill Organizer,Weekly Container for Fish Oil/Medicine/Supplements (Blue2+Pink3)\", \"asin\": \"B0F2YPNLN7\", \"price\": \"$11.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan Only 4 left in stock - order soon.\"},\n{\"title\": \"Nordic Naturals Ultimate Omega Liquid, Lemon Flavor - 4 oz - 2840 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 24 Servings\", \"asin\": \"B002WTCLG8\"},\n{\"title\": \"Nature's Way Super Fisol Fish Oil, Enteric Coated, Supports Cardiovascular and Joint Health*, Mega Potency Omega-3s, 180 Softgels (Packaging May Vary)\", \"asin\": \"B002HYLCRM\"},\n{\"title\": \"Nordic Naturals Arctic Cod Liver Oil, Orange - 16 oz - 1060 mg Total Omega-3s with EPA & DHA - Heart & Brain Health, Healthy Immunity, Overall Wellness - Non-GMO - 96 Servings\", \"asin\": \"B002WTCM3K\"},\n{\"title\": \"Nordic Naturals Ultimate Omega in Fish Gelatin, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement - EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings\", \"asin\": \"B004GEWJVE\"},\n{\"title\": \"Large Weekly Pill Organizer, 7 Day Pill Box, Twice a Day, AM PM Pill Box, can Hold a Large Amount of Vitamins, Supplements, Fish Oil, and medications (Purple Yellow)\", \"asin\": \"B0DZ5P7FGK\", \"price\": \"$8.99\", \"delivery\": \"$8.20 delivery Ships to Japan This item will be released on May 2, 2025.\"},\n{\"title\": \"Weekly Pill Organizer 2 Times a Day with Moisture-resistant Design, Pink AM PM Pill Box 7 Day for Easy Filling, Portable Pill Case for Travel, Large Pill Holder for Vitamin, Fish Oil, Supplement\", \"asin\": \"B0D8PK1KJZ\", \"price\": \"$9.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Pill Organizer 2 Times A Day, 7 Day Am Pm Pill Box - Acedada Weekly Pill Organizer with Separate Container, Portable Daily Medicine Planner Dispenser Case for Vitamin, Fish Oils, Supplements, Green\", \"asin\": \"B0BRRXDZR2\", \"price\": \"$17.99\", \"delivery\": \"Delivery May 12 - 15 Ships to Japan\"},\n{\"title\": \"Nordic Naturals Ultimate Omega Xtra, Lemon Flavor - 60 Soft Gels - 1480 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings\", \"asin\": \"B005SV2SCO\"},\n{\"title\": \"Nature Made Fish Oil 1000 mg Softgels, Omega 3 Fish Oil Supplements for Healthy Heart Support with 90 Softgels, 45 Day Supply (Pack of 2)\", \"asin\": \"B0D14YC252\"},\n{\"title\": \"Nordic Naturals ProEPA, Lemon - 120 Soft Gels - 1210 mg Omega-3 - High-Intensity EPA Formula for Healthy Mood, Heart Health & Cellular Function - Non-GMO - 60 Servings\", \"asin\": \"B0012QZ4WU\"},\n{\"title\": \"Nordic Naturals Ultimate Omega Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, Joint, & Immune Health - Non-GMO - 48 Servings\", \"asin\": \"B00N8NOMYG\"},\n{\"title\": \"Mossime Metal Travel Pill Organizer, Portable 7 Day Vitamin Organizer Stackable, Waterproof 1 Times A Day Pill Box, Large Pill Container, Daily Medicine Organizer for Vitamin, Fish Oil, Supplement\", \"asin\": \"B0BWRQR4K9\", \"price\": \"$19.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Nordic Naturals DHA Xtra, Strawberry - 60 Soft Gels - 1660 mg Omega-3 - High-Intensity DHA Formula for Brain & Nervous System Support - Non-GMO - 30 Servings\", \"asin\": \"B004O8I7JA\"},\n{\"title\": \"Nature Made Omega 3 Fish Oil 1200 mg, Fish Oil Supplements as Ethyl Esters, Omega 3 Fish Oil for Healthy Heart, Brain and Eyes Support, One Per Day, Omega 3 Supplement with 100 Softgels (Pack of 2)\", \"asin\": \"B0CW7RB2R4\"},\n{\"title\": \"Nordic Naturals EPA Xtra, Lemon - 60 Soft Gels - 1640 mg Omega-3 - High-Intensity EPA Formula for Positive Mood, Heart Health & Healthy Immunity - Non-GMO - 30 Servings\", \"asin\": \"B002CQU4Z6\"},\n{\"title\": \"Nordic Naturals ProOmega-D Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 48 Servings\", \"asin\": \"B005WAXN4I\"},\n{\"title\": \"XL Large Weekly Pill Organizer 4 Times a Day, 7-Day Pill Boxes and Organizer AM PM, Big Compartments Pill Case, Monthly Medication Organizer 29 Days Dispenser for Fish Oils\", \"asin\": \"B08B5TT1TW\", \"price\": \"$14.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Nordic Naturals Complete Omega, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, Positive Mood - Non-GMO - 48 Servings\", \"asin\": \"B002WTCLHW\"},\n{\"title\": \"Nordic Naturals ProOmega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High Potency Fish Oil with EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings\", \"asin\": \"B0012QZ4ZC\"},\n{\"title\": \"Nordic Naturals Omega-3D, Lemon Flavor - 8 oz - 1560 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 48 Servings\", \"asin\": \"B002WTCLHM\"},\n{\"title\": \"Nordic Naturals Arctic-D Cod Liver Oil, Lemon - 8 oz - 1060 mg Total Omega-3s + 1000 IU Vitamin D3 - EPA & DHA - Heart, Brain, Bone, Immune & Mood Support - Non-GMO - 48 Servings\", \"asin\": \"B002WTCM6M\"},\n{\"title\": \"Nordic Naturals Omega-3D, Lemon Flavor - 60 Soft Gels - 690 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 30\", \"asin\": \"B002CQU4ZQ\"},\n{\"title\": \"Nordic Naturals Omega-3 Pet, Unflavored - 8 oz - 1518 mg Omega-3 Per Teaspoon - Fish Oil for Medium to Large Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health\", \"asin\": \"B007ZTL3ZK\"},\n{\"title\": \"Nordic Naturals Ultimate Omega Jr., Strawberry - 120 Mini Soft Gels - 680 Total Omega-3s with EPA & DHA - Brain Health, Mood, Learning - Non-GMO - 60 Servings\", \"asin\": \"B07V9NZX7N\"},\n{\"title\": \"Dropi Omega 3 Fish Oil 500mg (180 Capsules) - Maximum Strength Omega-3s EPA, DHA, Vitamin A & D - Natural & Extra Virgin Cod Liver Oil Supplement for Immune System, Brain Health & Joint Support\", \"asin\": \"B077PWK1D8\", \"delivery\": \"Currently unavailable.\"},\n{\"title\": \"Nordic Naturals Algae Omega - 120 Soft Gels - 715 mg Omega-3 - Certified Vegan Algae Oil - Plant-Based EPA & DHA - Heart, Eye, Immune & Brain Health - Non-GMO - 60 Servings\", \"asin\": \"B009KTUGSS\"},\n{\"title\": \"Nordic Naturals Children\\u2019s DHA, Strawberry - 4 oz for Kids- 530 mg Omega-3 with EPA & DHA - Brain Development & Function - Non-GMO - 48 Servings\", \"asin\": \"B000PSX1SA\"},\n{\"title\": \"Amazon Basics Fish Oil 303 mg, Lemon, Orange & Strawberry-Banana Flavors, 90 Gummies (2 per Serving), EPA and DHA Omega-3 Fatty acids (Previously Solimo) (Pack of 2)\", \"asin\": \"B0C862VYH2\"},\n{\"title\": \"Coromega MAX 2400mg Omega-3 Fish Oil + Vitamin D Squeeze Packets, Wild-Caught, No Fishy Taste - 3X Better Absorption Than Softgels, Supports Brain & Heart Health (60 Servings, Coconut Bliss)\", \"asin\": \"B01LX6FQM4\", \"delivery\": \"Currently unavailable.\"},\n{\"title\": \"Bronson Antarctic Krill Oil 1000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels\", \"asin\": \"B01MCWCO2Y\"},\n{\"title\": \"Orgain Fish Oil Omega 3 Supplement 1240mg, EPA & DHA 1130mg, Supports Joint, Eye, Brain & Heart Health, No Mercury or Toxins, Sustainably Sourced from Wild-Caught Fish - 90 Softgels, 45 Day Supply\", \"asin\": \"B094K3LJLX\"},\n{\"title\": \"Nordic Naturals ProEFA 3-6-9, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, & Positive Mood - Non-GMO - 48 Servings\", \"asin\": \"B002BZPEP8\"},\n{\"title\": \"Bronson Antarctic Krill Oil 2000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels (60 Servings)\", \"asin\": \"B08NXT9T9M\"},\n{\"title\": \"Biotics Research Biomega-1000\\u2122 Omega 3 1000mg Fish Oil Supplement with EPA/DHA, Highly Concentrated Fish oil Omega-3 Fatty Acids For Women & Men \\u2013 Supports Immune & Cardiovascular Health \\u2013 90 Softgels\", \"asin\": \"B079MN529J\"},\n{\"title\": \"Nordic Naturals ProOmega-D, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings\", \"asin\": \"B07MNMLVX3\"},\n{\"title\": \"Nordic Naturals Ultimate Omega 2X with Vitamin D3, Lemon Flavor - 60 Soft Gels - 2150 mg Omega-3 + 1000 IU D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings\", \"asin\": \"B06XPSHP7R\"},\n{\"title\": \"Nordic Naturals Omega-3 Pet, Unflavored - 180 Soft Gels - 330 mg Omega-3 Per Soft Gel - Fish Oil for Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health\", \"asin\": \"B002CQU596\"},\n{\"title\": \"Jarrow Formulas Borage 1200 mg - 120 Softgels - Source of GLA - Borage Oil Supplement - For Skin Health & Immune System Support, Mild PMS Discomfort Support - Up to 120 Servings\", \"asin\": \"B0013OUJJY\"},\n{\"title\": \"Barhon Pill Organizer Large, Weekly Pills Organizer Pill Box, Medicine Pill Organizers Travel, 7 Day Pill Case for Big Vitamin Supplements Fish Oil, Black\", \"asin\": \"B09CL246NW\", \"price\": \"$6.28\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Pill Organizer 3 Times A Day, 7 Day Pill Box 3 Times A Day - Acedada Weekly Vitamin Box Organizer with 7 Separate Containers, Portable Daily Medicine Planner Case for Vitamin Fish Oil Supplement, Blue\", \"asin\": \"B0C2VB6HFH\", \"price\": \"$17.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"XL Large Monthly Pill Organizer 4 Weeks, 28 Day Pill Organizer Weekly, Big Compartment with Travel Case, 7 Day Pill Dispenser 4 Times a Day, Medicine Organizer Box for Vitamin, Fish Oil\", \"asin\": \"B08C4SWWXS\", \"price\": \"$14.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"},\n{\"title\": \"Pill Organizer 3 Times A Day, Weekly Pill Box Meets Three Times A Day Needs,Large Travel Medicine Organizer Case, am noon pm Labels Suitable for Storing Vitamin, Supplement, Fish Oil. Green\", \"asin\": \"B0DLNGSPYK\", \"price\": \"$17.99\", \"delivery\": \"Delivery Thu, May 15 Ships to Japan\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:26:29.932Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "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": "fish oil"}],
"search_results": [{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free", "asin": "B09T9TSXNS"},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 180 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 90 Servings", "asin": "B002CQU564"},
{"title": "Natures Bounty Fish Oil", "asin": "B00BB2BXQ6"},
{"title": "Puritan's Pride Premium Triple Active Omega 3-6-9 Fish, Flax, and Borage Oils, Dietary Supplement for Heart, Joint, and Cellular Health Support, 240 Rapid Release Softgels", "asin": "B004R674TI"},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5"},
{"title": "Carlson - Super Omega-3 Gems, 1200 mg Omega-3 Fatty Acids with EPA and DHA, Wild-Caught Norwegian Supplement, Sustainably Sourced Fish Oil Capsules, Omega 3 Supplements, 100+30 Softgels", "asin": "B001LF39QA"},
{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per Serving), Gluten Free (Pack of 2)", "asin": "B0D182MH71"},
{"title": "Bronson Omega 3 Fish Oil Triple Strength 2720 mg, High EPA 1250 mg DHA 488 mg, Non-GMO Heavy Metal Tested, 360 Softgels", "asin": "B01JAX0MKA"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 16 oz - 1560 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 96 Servings", "asin": "B002WTCLHC"},
{"title": "Nordic Naturals ProOmega 2000, Lemon Flavor - 120 Soft Gels - 2150 mg Omega-3 - Ultra High-Potency Fish Oil - EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 60 Servings", "asin": "B01HQPYHDC"},
{"title": "Fish Oil 500 Mg Sftgl", "asin": "B09NLYFVZM"},
{"title": "Fish Oil 1200 Mg - 360 Mg Sftgl", "asin": "B09NQJZF4M"},
{"title": "Nature Made Fish Oil Softgels - Omega 3 Supplement for Heart Health, 230 Softgels, 115 Day Supply (Pack of 2)", "asin": "B0D14YFVFR"},
{"title": "Fish Oil 1000 Mg Sftgl", "asin": "B09NLZRXKZ"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 120 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 60 Servings", "asin": "B002CQU53W"},
{"title": "Pure Encapsulations EPA/DHA Essentials - Fish Oil Concentrate Supplement to Support Cardiovascular Health - Premium EPA & DHA Supplement with Omega 3-180 Softgel Capsules", "asin": "B001F39E6M"},
{"title": "Monthly Pill Organizer, 31 Day Pill Dispenser 3 Times a Day with Small Pill Box, 4 Week Pill Container for Vitamins, Fish Oil, Supplement and Medicine- BPA Free, Easy to Use", "asin": "B0DPQH98B8", "price": "$28.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Large Weekly Pill Organizer,7 Day Cute Heart Pill Organizer,Weekly Container for Fish Oil/Medicine/Supplements (Blue2+Pink3)", "asin": "B0F2YPNLN7", "price": "$11.99", "delivery": "Delivery Thu, May 15 Ships to Japan Only 4 left in stock - order soon."},
{"title": "Nordic Naturals Ultimate Omega Liquid, Lemon Flavor - 4 oz - 2840 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 24 Servings", "asin": "B002WTCLG8"},
{"title": "Nature's Way Super Fisol Fish Oil, Enteric Coated, Supports Cardiovascular and Joint Health*, Mega Potency Omega-3s, 180 Softgels (Packaging May Vary)", "asin": "B002HYLCRM"},
{"title": "Nordic Naturals Arctic Cod Liver Oil, Orange - 16 oz - 1060 mg Total Omega-3s with EPA & DHA - Heart & Brain Health, Healthy Immunity, Overall Wellness - Non-GMO - 96 Servings", "asin": "B002WTCM3K"},
{"title": "Nordic Naturals Ultimate Omega in Fish Gelatin, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement - EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings", "asin": "B004GEWJVE"},
{"title": "Large Weekly Pill Organizer, 7 Day Pill Box, Twice a Day, AM PM Pill Box, can Hold a Large Amount of Vitamins, Supplements, Fish Oil, and medications (Purple Yellow)", "asin": "B0DZ5P7FGK", "price": "$8.99", "delivery": "$8.20 delivery Ships to Japan This item will be released on May 2, 2025."},
{"title": "Weekly Pill Organizer 2 Times a Day with Moisture-resistant Design, Pink AM PM Pill Box 7 Day for Easy Filling, Portable Pill Case for Travel, Large Pill Holder for Vitamin, Fish Oil, Supplement", "asin": "B0D8PK1KJZ", "price": "$9.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 2 Times A Day, 7 Day Am Pm Pill Box - Acedada Weekly Pill Organizer with Separate Container, Portable Daily Medicine Planner Dispenser Case for Vitamin, Fish Oils, Supplements, Green", "asin": "B0BRRXDZR2", "price": "$17.99", "delivery": "Delivery May 12 - 15 Ships to Japan"},
{"title": "Nordic Naturals Ultimate Omega Xtra, Lemon Flavor - 60 Soft Gels - 1480 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings", "asin": "B005SV2SCO"},
{"title": "Nature Made Fish Oil 1000 mg Softgels, Omega 3 Fish Oil Supplements for Healthy Heart Support with 90 Softgels, 45 Day Supply (Pack of 2)", "asin": "B0D14YC252"},
{"title": "Nordic Naturals ProEPA, Lemon - 120 Soft Gels - 1210 mg Omega-3 - High-Intensity EPA Formula for Healthy Mood, Heart Health & Cellular Function - Non-GMO - 60 Servings", "asin": "B0012QZ4WU"},
{"title": "Nordic Naturals Ultimate Omega Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, Joint, & Immune Health - Non-GMO - 48 Servings", "asin": "B00N8NOMYG"},
{"title": "Mossime Metal Travel Pill Organizer, Portable 7 Day Vitamin Organizer Stackable, Waterproof 1 Times A Day Pill Box, Large Pill Container, Daily Medicine Organizer for Vitamin, Fish Oil, Supplement", "asin": "B0BWRQR4K9", "price": "$19.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Nordic Naturals DHA Xtra, Strawberry - 60 Soft Gels - 1660 mg Omega-3 - High-Intensity DHA Formula for Brain & Nervous System Support - Non-GMO - 30 Servings", "asin": "B004O8I7JA"},
{"title": "Nature Made Omega 3 Fish Oil 1200 mg, Fish Oil Supplements as Ethyl Esters, Omega 3 Fish Oil for Healthy Heart, Brain and Eyes Support, One Per Day, Omega 3 Supplement with 100 Softgels (Pack of 2)", "asin": "B0CW7RB2R4"},
{"title": "Nordic Naturals EPA Xtra, Lemon - 60 Soft Gels - 1640 mg Omega-3 - High-Intensity EPA Formula for Positive Mood, Heart Health & Healthy Immunity - Non-GMO - 30 Servings", "asin": "B002CQU4Z6"},
{"title": "Nordic Naturals ProOmega-D Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 48 Servings", "asin": "B005WAXN4I"},
{"title": "XL Large Weekly Pill Organizer 4 Times a Day, 7-Day Pill Boxes and Organizer AM PM, Big Compartments Pill Case, Monthly Medication Organizer 29 Days Dispenser for Fish Oils", "asin": "B08B5TT1TW", "price": "$14.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Nordic Naturals Complete Omega, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, Positive Mood - Non-GMO - 48 Servings", "asin": "B002WTCLHW"},
{"title": "Nordic Naturals ProOmega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High Potency Fish Oil with EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings", "asin": "B0012QZ4ZC"},
{"title": "Nordic Naturals Omega-3D, Lemon Flavor - 8 oz - 1560 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 48 Servings", "asin": "B002WTCLHM"},
{"title": "Nordic Naturals Arctic-D Cod Liver Oil, Lemon - 8 oz - 1060 mg Total Omega-3s + 1000 IU Vitamin D3 - EPA & DHA - Heart, Brain, Bone, Immune & Mood Support - Non-GMO - 48 Servings", "asin": "B002WTCM6M"},
{"title": "Nordic Naturals Omega-3D, Lemon Flavor - 60 Soft Gels - 690 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 30", "asin": "B002CQU4ZQ"},
{"title": "Nordic Naturals Omega-3 Pet, Unflavored - 8 oz - 1518 mg Omega-3 Per Teaspoon - Fish Oil for Medium to Large Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health", "asin": "B007ZTL3ZK"},
{"title": "Nordic Naturals Ultimate Omega Jr., Strawberry - 120 Mini Soft Gels - 680 Total Omega-3s with EPA & DHA - Brain Health, Mood, Learning - Non-GMO - 60 Servings", "asin": "B07V9NZX7N"},
{"title": "Dropi Omega 3 Fish Oil 500mg (180 Capsules) - Maximum Strength Omega-3s EPA, DHA, Vitamin A & D - Natural & Extra Virgin Cod Liver Oil Supplement for Immune System, Brain Health & Joint Support", "asin": "B077PWK1D8", "delivery": "Currently unavailable."},
{"title": "Nordic Naturals Algae Omega - 120 Soft Gels - 715 mg Omega-3 - Certified Vegan Algae Oil - Plant-Based EPA & DHA - Heart, Eye, Immune & Brain Health - Non-GMO - 60 Servings", "asin": "B009KTUGSS"},
{"title": "Nordic Naturals Children\u2019s DHA, Strawberry - 4 oz for Kids- 530 mg Omega-3 with EPA & DHA - Brain Development & Function - Non-GMO - 48 Servings", "asin": "B000PSX1SA"},
{"title": "Amazon Basics Fish Oil 303 mg, Lemon, Orange & Strawberry-Banana Flavors, 90 Gummies (2 per Serving), EPA and DHA Omega-3 Fatty acids (Previously Solimo) (Pack of 2)", "asin": "B0C862VYH2"},
{"title": "Coromega MAX 2400mg Omega-3 Fish Oil + Vitamin D Squeeze Packets, Wild-Caught, No Fishy Taste - 3X Better Absorption Than Softgels, Supports Brain & Heart Health (60 Servings, Coconut Bliss)", "asin": "B01LX6FQM4", "delivery": "Currently unavailable."},
{"title": "Bronson Antarctic Krill Oil 1000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels", "asin": "B01MCWCO2Y"},
{"title": "Orgain Fish Oil Omega 3 Supplement 1240mg, EPA & DHA 1130mg, Supports Joint, Eye, Brain & Heart Health, No Mercury or Toxins, Sustainably Sourced from Wild-Caught Fish - 90 Softgels, 45 Day Supply", "asin": "B094K3LJLX"},
{"title": "Nordic Naturals ProEFA 3-6-9, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, & Positive Mood - Non-GMO - 48 Servings", "asin": "B002BZPEP8"},
{"title": "Bronson Antarctic Krill Oil 2000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels (60 Servings)", "asin": "B08NXT9T9M"},
{"title": "Biotics Research Biomega-1000\u2122 Omega 3 1000mg Fish Oil Supplement with EPA/DHA, Highly Concentrated Fish oil Omega-3 Fatty Acids For Women & Men \u2013 Supports Immune & Cardiovascular Health \u2013 90 Softgels", "asin": "B079MN529J"},
{"title": "Nordic Naturals ProOmega-D, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings", "asin": "B07MNMLVX3"},
{"title": "Nordic Naturals Ultimate Omega 2X with Vitamin D3, Lemon Flavor - 60 Soft Gels - 2150 mg Omega-3 + 1000 IU D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings", "asin": "B06XPSHP7R"},
{"title": "Nordic Naturals Omega-3 Pet, Unflavored - 180 Soft Gels - 330 mg Omega-3 Per Soft Gel - Fish Oil for Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health", "asin": "B002CQU596"},
{"title": "Jarrow Formulas Borage 1200 mg - 120 Softgels - Source of GLA - Borage Oil Supplement - For Skin Health & Immune System Support, Mild PMS Discomfort Support - Up to 120 Servings", "asin": "B0013OUJJY"},
{"title": "Barhon Pill Organizer Large, Weekly Pills Organizer Pill Box, Medicine Pill Organizers Travel, 7 Day Pill Case for Big Vitamin Supplements Fish Oil, Black", "asin": "B09CL246NW", "price": "$6.28", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 3 Times A Day, 7 Day Pill Box 3 Times A Day - Acedada Weekly Vitamin Box Organizer with 7 Separate Containers, Portable Daily Medicine Planner Case for Vitamin Fish Oil Supplement, Blue", "asin": "B0C2VB6HFH", "price": "$17.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "XL Large Monthly Pill Organizer 4 Weeks, 28 Day Pill Organizer Weekly, Big Compartment with Travel Case, 7 Day Pill Dispenser 4 Times a Day, Medicine Organizer Box for Vitamin, Fish Oil", "asin": "B08C4SWWXS", "price": "$14.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 3 Times A Day, Weekly Pill Box Meets Three Times A Day Needs,Large Travel Medicine Organizer Case, am noon pm Labels Suitable for Storing Vitamin, Supplement, Fish Oil. Green", "asin": "B0DLNGSPYK", "price": "$17.99", "delivery": "Delivery Thu, May 15 Ships to Japan"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:26:29.932Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:26:29.932Z
|
click
|
nav_bar
|
rule
|
2025-05-01T14:26:29.932Z
|
click
|
nav_bar
|
train
| 466 |
2025-05-01T14:26:29.932Z
|
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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "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": "fish oil"}],
"search_results": [{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free", "asin": "B09T9TSXNS"},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 180 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 90 Servings", "asin": "B002CQU564"},
{"title": "Natures Bounty Fish Oil", "asin": "B00BB2BXQ6"},
{"title": "Puritan's Pride Premium Triple Active Omega 3-6-9 Fish, Flax, and Borage Oils, Dietary Supplement for Heart, Joint, and Cellular Health Support, 240 Rapid Release Softgels", "asin": "B004R674TI"},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5"},
{"title": "Carlson - Super Omega-3 Gems, 1200 mg Omega-3 Fatty Acids with EPA and DHA, Wild-Caught Norwegian Supplement, Sustainably Sourced Fish Oil Capsules, Omega 3 Supplements, 100+30 Softgels", "asin": "B001LF39QA"},
{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per Serving), Gluten Free (Pack of 2)", "asin": "B0D182MH71"},
{"title": "Bronson Omega 3 Fish Oil Triple Strength 2720 mg, High EPA 1250 mg DHA 488 mg, Non-GMO Heavy Metal Tested, 360 Softgels", "asin": "B01JAX0MKA"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 16 oz - 1560 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 96 Servings", "asin": "B002WTCLHC"},
{"title": "Nordic Naturals ProOmega 2000, Lemon Flavor - 120 Soft Gels - 2150 mg Omega-3 - Ultra High-Potency Fish Oil - EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 60 Servings", "asin": "B01HQPYHDC"},
{"title": "Fish Oil 500 Mg Sftgl", "asin": "B09NLYFVZM"},
{"title": "Fish Oil 1200 Mg - 360 Mg Sftgl", "asin": "B09NQJZF4M"},
{"title": "Nature Made Fish Oil Softgels - Omega 3 Supplement for Heart Health, 230 Softgels, 115 Day Supply (Pack of 2)", "asin": "B0D14YFVFR"},
{"title": "Fish Oil 1000 Mg Sftgl", "asin": "B09NLZRXKZ"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 120 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 60 Servings", "asin": "B002CQU53W"},
{"title": "Pure Encapsulations EPA/DHA Essentials - Fish Oil Concentrate Supplement to Support Cardiovascular Health - Premium EPA & DHA Supplement with Omega 3-180 Softgel Capsules", "asin": "B001F39E6M"},
{"title": "Monthly Pill Organizer, 31 Day Pill Dispenser 3 Times a Day with Small Pill Box, 4 Week Pill Container for Vitamins, Fish Oil, Supplement and Medicine- BPA Free, Easy to Use", "asin": "B0DPQH98B8", "price": "$28.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Large Weekly Pill Organizer,7 Day Cute Heart Pill Organizer,Weekly Container for Fish Oil/Medicine/Supplements (Blue2+Pink3)", "asin": "B0F2YPNLN7", "price": "$11.99", "delivery": "Delivery Thu, May 15 Ships to Japan Only 4 left in stock - order soon."},
{"title": "Nordic Naturals Ultimate Omega Liquid, Lemon Flavor - 4 oz - 2840 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 24 Servings", "asin": "B002WTCLG8"},
{"title": "Nature's Way Super Fisol Fish Oil, Enteric Coated, Supports Cardiovascular and Joint Health*, Mega Potency Omega-3s, 180 Softgels (Packaging May Vary)", "asin": "B002HYLCRM"},
{"title": "Nordic Naturals Arctic Cod Liver Oil, Orange - 16 oz - 1060 mg Total Omega-3s with EPA & DHA - Heart & Brain Health, Healthy Immunity, Overall Wellness - Non-GMO - 96 Servings", "asin": "B002WTCM3K"},
{"title": "Nordic Naturals Ultimate Omega in Fish Gelatin, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement - EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings", "asin": "B004GEWJVE"},
{"title": "Large Weekly Pill Organizer, 7 Day Pill Box, Twice a Day, AM PM Pill Box, can Hold a Large Amount of Vitamins, Supplements, Fish Oil, and medications (Purple Yellow)", "asin": "B0DZ5P7FGK", "price": "$8.99", "delivery": "$8.20 delivery Ships to Japan This item will be released on May 2, 2025."},
{"title": "Weekly Pill Organizer 2 Times a Day with Moisture-resistant Design, Pink AM PM Pill Box 7 Day for Easy Filling, Portable Pill Case for Travel, Large Pill Holder for Vitamin, Fish Oil, Supplement", "asin": "B0D8PK1KJZ", "price": "$9.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 2 Times A Day, 7 Day Am Pm Pill Box - Acedada Weekly Pill Organizer with Separate Container, Portable Daily Medicine Planner Dispenser Case for Vitamin, Fish Oils, Supplements, Green", "asin": "B0BRRXDZR2", "price": "$17.99", "delivery": "Delivery May 12 - 15 Ships to Japan"},
{"title": "Nordic Naturals Ultimate Omega Xtra, Lemon Flavor - 60 Soft Gels - 1480 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings", "asin": "B005SV2SCO"},
{"title": "Nature Made Fish Oil 1000 mg Softgels, Omega 3 Fish Oil Supplements for Healthy Heart Support with 90 Softgels, 45 Day Supply (Pack of 2)", "asin": "B0D14YC252"},
{"title": "Nordic Naturals ProEPA, Lemon - 120 Soft Gels - 1210 mg Omega-3 - High-Intensity EPA Formula for Healthy Mood, Heart Health & Cellular Function - Non-GMO - 60 Servings", "asin": "B0012QZ4WU"},
{"title": "Nordic Naturals Ultimate Omega Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU Vitamin D3 - EPA & DHA - Brain, Heart, Joint, & Immune Health - Non-GMO - 48 Servings", "asin": "B00N8NOMYG"},
{"title": "Mossime Metal Travel Pill Organizer, Portable 7 Day Vitamin Organizer Stackable, Waterproof 1 Times A Day Pill Box, Large Pill Container, Daily Medicine Organizer for Vitamin, Fish Oil, Supplement", "asin": "B0BWRQR4K9", "price": "$19.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Nordic Naturals DHA Xtra, Strawberry - 60 Soft Gels - 1660 mg Omega-3 - High-Intensity DHA Formula for Brain & Nervous System Support - Non-GMO - 30 Servings", "asin": "B004O8I7JA"},
{"title": "Nature Made Omega 3 Fish Oil 1200 mg, Fish Oil Supplements as Ethyl Esters, Omega 3 Fish Oil for Healthy Heart, Brain and Eyes Support, One Per Day, Omega 3 Supplement with 100 Softgels (Pack of 2)", "asin": "B0CW7RB2R4"},
{"title": "Nordic Naturals EPA Xtra, Lemon - 60 Soft Gels - 1640 mg Omega-3 - High-Intensity EPA Formula for Positive Mood, Heart Health & Healthy Immunity - Non-GMO - 30 Servings", "asin": "B002CQU4Z6"},
{"title": "Nordic Naturals ProOmega-D Xtra Liquid, Lemon Flavor - 8 oz - 3400 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 48 Servings", "asin": "B005WAXN4I"},
{"title": "XL Large Weekly Pill Organizer 4 Times a Day, 7-Day Pill Boxes and Organizer AM PM, Big Compartments Pill Case, Monthly Medication Organizer 29 Days Dispenser for Fish Oils", "asin": "B08B5TT1TW", "price": "$14.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Nordic Naturals Complete Omega, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, Positive Mood - Non-GMO - 48 Servings", "asin": "B002WTCLHW"},
{"title": "Nordic Naturals ProOmega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High Potency Fish Oil with EPA & DHA - Promotes Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings", "asin": "B0012QZ4ZC"},
{"title": "Nordic Naturals Omega-3D, Lemon Flavor - 8 oz - 1560 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 48 Servings", "asin": "B002WTCLHM"},
{"title": "Nordic Naturals Arctic-D Cod Liver Oil, Lemon - 8 oz - 1060 mg Total Omega-3s + 1000 IU Vitamin D3 - EPA & DHA - Heart, Brain, Bone, Immune & Mood Support - Non-GMO - 48 Servings", "asin": "B002WTCM6M"},
{"title": "Nordic Naturals Omega-3D, Lemon Flavor - 60 Soft Gels - 690 mg Omega-3 + 1000 IU Vitamin D3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Healthy Bones - Non-GMO - 30", "asin": "B002CQU4ZQ"},
{"title": "Nordic Naturals Omega-3 Pet, Unflavored - 8 oz - 1518 mg Omega-3 Per Teaspoon - Fish Oil for Medium to Large Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health", "asin": "B007ZTL3ZK"},
{"title": "Nordic Naturals Ultimate Omega Jr., Strawberry - 120 Mini Soft Gels - 680 Total Omega-3s with EPA & DHA - Brain Health, Mood, Learning - Non-GMO - 60 Servings", "asin": "B07V9NZX7N"},
{"title": "Dropi Omega 3 Fish Oil 500mg (180 Capsules) - Maximum Strength Omega-3s EPA, DHA, Vitamin A & D - Natural & Extra Virgin Cod Liver Oil Supplement for Immune System, Brain Health & Joint Support", "asin": "B077PWK1D8", "delivery": "Currently unavailable."},
{"title": "Nordic Naturals Algae Omega - 120 Soft Gels - 715 mg Omega-3 - Certified Vegan Algae Oil - Plant-Based EPA & DHA - Heart, Eye, Immune & Brain Health - Non-GMO - 60 Servings", "asin": "B009KTUGSS"},
{"title": "Nordic Naturals Children\u2019s DHA, Strawberry - 4 oz for Kids- 530 mg Omega-3 with EPA & DHA - Brain Development & Function - Non-GMO - 48 Servings", "asin": "B000PSX1SA"},
{"title": "Amazon Basics Fish Oil 303 mg, Lemon, Orange & Strawberry-Banana Flavors, 90 Gummies (2 per Serving), EPA and DHA Omega-3 Fatty acids (Previously Solimo) (Pack of 2)", "asin": "B0C862VYH2"},
{"title": "Coromega MAX 2400mg Omega-3 Fish Oil + Vitamin D Squeeze Packets, Wild-Caught, No Fishy Taste - 3X Better Absorption Than Softgels, Supports Brain & Heart Health (60 Servings, Coconut Bliss)", "asin": "B01LX6FQM4", "delivery": "Currently unavailable."},
{"title": "Bronson Antarctic Krill Oil 1000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels", "asin": "B01MCWCO2Y"},
{"title": "Orgain Fish Oil Omega 3 Supplement 1240mg, EPA & DHA 1130mg, Supports Joint, Eye, Brain & Heart Health, No Mercury or Toxins, Sustainably Sourced from Wild-Caught Fish - 90 Softgels, 45 Day Supply", "asin": "B094K3LJLX"},
{"title": "Nordic Naturals ProEFA 3-6-9, Lemon Flavor - 8 oz - 1270 mg Omega-3 - EPA & DHA with Added GLA - Healthy Skin, Cognition, & Positive Mood - Non-GMO - 48 Servings", "asin": "B002BZPEP8"},
{"title": "Bronson Antarctic Krill Oil 2000 mg with Omega-3s EPA, DHA, Astaxanthin and Phospholipids 120 Softgels (60 Servings)", "asin": "B08NXT9T9M"},
{"title": "Biotics Research Biomega-1000\u2122 Omega 3 1000mg Fish Oil Supplement with EPA/DHA, Highly Concentrated Fish oil Omega-3 Fatty Acids For Women & Men \u2013 Supports Immune & Cardiovascular Health \u2013 90 Softgels", "asin": "B079MN529J"},
{"title": "Nordic Naturals ProOmega-D, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 + 1000 IU D3 - High-Potency Fish Oil - EPA & DHA - Brain, Eye, Heart, & Immune Health - Non-GMO - 30 Servings", "asin": "B07MNMLVX3"},
{"title": "Nordic Naturals Ultimate Omega 2X with Vitamin D3, Lemon Flavor - 60 Soft Gels - 2150 mg Omega-3 + 1000 IU D3 - EPA & DHA - Brain, Heart, & Immune Health - 30 Servings", "asin": "B06XPSHP7R"},
{"title": "Nordic Naturals Omega-3 Pet, Unflavored - 180 Soft Gels - 330 mg Omega-3 Per Soft Gel - Fish Oil for Dogs with EPA & DHA - Promotes Heart, Skin, Coat, & Immune Health", "asin": "B002CQU596"},
{"title": "Jarrow Formulas Borage 1200 mg - 120 Softgels - Source of GLA - Borage Oil Supplement - For Skin Health & Immune System Support, Mild PMS Discomfort Support - Up to 120 Servings", "asin": "B0013OUJJY"},
{"title": "Barhon Pill Organizer Large, Weekly Pills Organizer Pill Box, Medicine Pill Organizers Travel, 7 Day Pill Case for Big Vitamin Supplements Fish Oil, Black", "asin": "B09CL246NW", "price": "$6.28", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 3 Times A Day, 7 Day Pill Box 3 Times A Day - Acedada Weekly Vitamin Box Organizer with 7 Separate Containers, Portable Daily Medicine Planner Case for Vitamin Fish Oil Supplement, Blue", "asin": "B0C2VB6HFH", "price": "$17.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "XL Large Monthly Pill Organizer 4 Weeks, 28 Day Pill Organizer Weekly, Big Compartment with Travel Case, 7 Day Pill Dispenser 4 Times a Day, Medicine Organizer Box for Vitamin, Fish Oil", "asin": "B08C4SWWXS", "price": "$14.99", "delivery": "Delivery Thu, May 15 Ships to Japan"},
{"title": "Pill Organizer 3 Times A Day, Weekly Pill Box Meets Three Times A Day Needs,Large Travel Medicine Organizer Case, am noon pm Labels Suitable for Storing Vitamin, Supplement, Fish Oil. Green", "asin": "B0DLNGSPYK", "price": "$17.99", "delivery": "Delivery Thu, May 15 Ships to Japan"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:26:29.932Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"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\": \"fish oil\"}],\n\"promotion_items\": [{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\\nSoftgel, Capsule120 Count (Pack of 1)\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\\nCream6.7 Fl Oz (Pack of 1)\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\\nOil16.91 Fl Oz (Pack of 1)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\\nSoftgel180 Count (Pack of 1)\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DCLLDK9Z\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\\nCream6.7 Fl Oz (Pack of 1)\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\\nSoftgel, Capsule120 Count (Pack of 1)\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\\nOil16.91 Fl Oz (Pack of 1)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count\\nSoftgel60 Count (Pack of 1)\", \"asin\": \"B0DCLLDK9Z\", \"price\": \"$21.38\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\\nSoftgel90 Count (Pack of 1)\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings\", \"asin\": \"B00CAZAU62\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free\", \"asin\": \"B09T9TSXNS\", \"price\": \"$7.05\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Omega 3 Fish Oil Supplement for Women and Men - 2500 mg Triple Strength Fish Oil Pills with Re-Esterified Omega 3 Fatty Acids including EPA, DHA DPA - 180 Pescatarian-Friendly Softgels\", \"asin\": \"B014LDT0ZM\", \"price\": \"$51.25\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct\", \"asin\": \"B07DX89ZHN\", \"price\": \"$26.95\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nature Made Fish Oil 1200 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 230 Softgels, 115 Day Supply\", \"asin\": \"B071VT9J98\", \"price\": \"$17.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Fish Oil 1000 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 250 Softgels, 125 Day Supply\", \"asin\": \"B0046XC528\", \"price\": \"$22.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nature's Truth Fish Oil Omega 3 Supplement | 2400mg | 90 Softgels | Lemon Flavor | Odorless | Non-GMO & Gluten Free\", \"asin\": \"B0752RCVH9\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count\", \"asin\": \"B0DCLLDK9Z\", \"price\": \"$21.38\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n{\"title\": \"PetHonesty Omega 3 Fish Oil Supplement for Dogs & Cats (32oz), Wild Caught Omega 3 Fish Oil for Skin and Coat Health, Supports Shedding, Skin & Coat, Immunity, Joint, Brain & Heart, EPA + DHA\", \"asin\": \"B082BCP45S\", \"price\": \"$36.99\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"AG1 Omega 3 Fish Oil Supplement Softgel Capsules w/EPA & DHA Fatty Acids from Wild-Caught Fish | 90 ct. 2,000 mg Athletic Greens\", \"asin\": \"B0F1DXG2T9\", \"price\": \"$39.00\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 2400mg, Coated Softgels, 90 Ct.\", \"asin\": \"B002QMB55Y\", \"price\": \"$14.23\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Fish Oil, 300 mg of Omega-3, 145 Count\", \"asin\": \"B0013L5G9U\", \"price\": \"$10.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Burp Less Omega 3 Fish Oil 1400 mg Minis, Fish Oil Supplements as Ethyl Esters for Healthy Heart, Brain and Eyes Support, Omega 3 Supplement, 60 Softgels, 30 Day Supply\", \"asin\": \"B09SRB8BXP\", \"price\": \"$6.14\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free\", \"asin\": \"B09T9TSXNS\", \"price\": \"$7.05\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n{\"title\": \"Fish Oil 500 Mg Sftgl\", \"asin\": \"B09NLYFVZM\", \"price\": \"$2.24\", \"delivery\": \" FREE delivery\"},\n{\"title\": \"Nature Made Omega 3 Fish Oil & Algae Oil Blend 1200 mg, Omega 3 Supplement for Heart, Brain and Eyes Support, One Per Day, 60 Softgels\", \"asin\": \"B0DVB2X3KS\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"Nature's Truth Omega 3 Fish Oil 2000 mg | 125 Liquid Softgels | Burpless, Lemon Flavor Pills | Non-GMO and Gluten Free Supplement\", \"asin\": \"B07QT9W7W2\", \"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\": \"Ritual Omega 3 - Vegan - Science-Backed Dose of DHA & EPA Fatty Acids in 2:1 Ratio, Bioavailable, Brain and Heart Health Support, Minimal Burp-Back, Sustainably Sourced Microalgae, 30 Day Supply\", \"asin\": \"B0CL8BF5FR\", \"price\": \"$36.99\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct\", \"asin\": \"B07DX89ZHN\", \"price\": \"$26.95\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"THORNE Super EPA - Omega-3 Fatty Acids EPA 425mg & DHA 270mg Supplement - Support Brain, Cardiovascular, Joints & Skin* - Gluten, Dairy & Soy-Free - 90 Gelcaps\", \"asin\": \"B0018CJ17W\", \"price\": \"$40.00\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fish Oil 1200 Mg - 360 Mg Sftgl\", \"asin\": \"B09NQJZF4M\", \"price\": \"$6.00\", \"delivery\": \" FREE delivery\"},\n{\"title\": \"Amazon Basics Fish Oil 303 mg, Lemon, Orange & Strawberry-Banana flavors, 90 Gummies (2 per Serving), EPA and DHA Omega-3 fatty acids (Previously Solimo)\", \"asin\": \"B07BBNGPG2\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Fish Oil 1000 Mg Sftgl\", \"asin\": \"B09NLZRXKZ\", \"price\": \"$3.00\", \"delivery\": \" FREE delivery\"},\n{\"title\": \"Arazo Nutrition Wild Caught Omega 3 Fish Oil \\u2013 120 Soft Gels \\u2013 4,080mg High EPA 1200mg DHA 900mg Lemon Flavor Burpless Softgels\", \"asin\": \"B01GV4O37E\", \"price\": \"$28.95\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"NOW Foods Supplements, Omega-3 180 EPA / 120 DHA, Molecularly Distilled, Cardiovascular Support*, 200 Softgels\", \"asin\": \"B001GCU6KA\", \"price\": \"$12.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Primal Harvest Omega 3 Fish Oil Supplements, 30 Servings Soft Gels Capsules w/ 1000mg EPA + DHA Supplements, No Fishy Burps Non-GMO Omega 3 Fatty Acid\", \"asin\": \"B0BFJSG62M\", \"price\": \"$36.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"Micro Ingredients Triple Strength Omega 3 Fish Oil Supplements \\u2013Lemon Flavored \\u2013 Burpless (Enteric-Coated) | Deep Sea Fish, Wild Caught from Norwegian Waters\", \"asin\": \"B07L45XQBR\", \"price\": \"$33.99\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nature Made Extra Strength Omega 3 Fish Oil 2800 mg per serving, Fish Oil Supplements as Ethyl Esters, Omega 3 Supplement for Healthy Heart, Brain, Eyes, and Mood Support, 60 Softgels, 30 Day Supply\", \"asin\": \"B08XXN95XM\", \"price\": \"$21.32\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Nutricost Omega 3 Fish Oil - 2500MG, 120 Softgels (40 Serv) - Fish Oil, Wild Caught! 1200mg EPA 850mg DHA - Non-GMO, Gluten Free\", \"asin\": \"B098KLWZHN\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Burp Less Fish Oil 1000 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 150 Softgels, 75 Day Supply\", \"asin\": \"B004U3Y9FU\", \"price\": \"$16.93\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Fish Oil, Dietary Supplement with 360mg Omega-3, Supports Heart Health, 1200mg, 200 Softgels (Pack of 2)\", \"asin\": \"B009ES5ENM\", \"price\": \"$35.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"Nature Made Burp Less Ultra Omega 3 Fish Oil Supplements 1400 mg, Omega 3 Supplement for Healthy Heart, Brain and Eyes Support, One Per Day, 90 Softgels\", \"asin\": \"B00DS5BI78\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Viva Naturals Omega 3 Fish Oil Supplement for Women and Men - 2500 mg Triple Strength Fish Oil Pills with Re-Esterified Omega 3 Fatty Acids Including EPA, DHA DPA - 90 Pescatarian-Friendly Softgels\", \"asin\": \"B014LE31OW\", \"price\": \"$31.45\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"delivery\": \"FREE delivery Mon, May 5\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz\", \"asin\": \"B001LF39RO\", \"price\": \"$46.75\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Qunol Fish Oil Omega 3 Mini Softgels, 1000mg Omega 3 EPA + DHA, Ultra Pure Supplements, Heart Health Support, Lemon Flavor, Easy to Swallow Minis, 3 Month Supply, 180 Count\", \"asin\": \"B0B523YQS7\", \"price\": \"$15.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Mini Fish Oil Softgels 1290 mg, Omega-3, Supports Heart Health, Odor-Less, 90 Mini Coated Softgels\", \"asin\": \"B005N0RGQI\", \"price\": \"$19.08\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Burp Less Fish Oil 1200 mg, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 200 Softgels, 100 Day Supply\", \"asin\": \"B004GJVD2K\", \"price\": \"$23.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Carlson - Elite Omega-3 Gems, 1600 mg Omega-3 Fatty Acids Including EPA and DHA, Norwegian Fish Oil Supplement, Wild Caught, Sustainably Sourced Capsules, Lemon, 90+30 Softgels\", \"asin\": \"B06XSLW9PY\", \"price\": \"$42.40\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"New Chapter Wholemega Fish Oil Supplement - Wild Alaskan Salmon Oil with Omega-3 + Vitamin D3 + Astaxanthin + Sustainably Caught - 180 ct, 1000mg Softgels\", \"asin\": \"B004UJ84QO\", \"price\": \"$39.95\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM Or FREE pickup\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 16 oz - 1560 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 96 Servings\", \"asin\": \"B002WTCLHC\", \"price\": \"$43.31\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nature Made Fish Oil 1000 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 90 Softgels, 45 Day Supply\", \"asin\": \"B00YMSLAW8\", \"price\": \"$9.67\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"NOW Supplements, Omega-3 180 EPA / 120 DHA, Molecularly Distilled, Cardiovascular Support, 100 Softgels\", \"asin\": \"B000J18RSW\", \"price\": \"$7.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Fish Oil, Dietary Supplement, Omega 3, Supports Heart Health, 1200 Mg, 120 Rapid Release Softgels\", \"asin\": \"B00IXQJF72\", \"price\": \"$14.03\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Nutricost Fish Oil Omega 3 Softgels with EPA & DHA (1000mg of Fish Oil, 560mg of Omega-3), 240 Softgels, Non-GMO, Gluten Free.\", \"asin\": \"B06XS9YJKB\", \"price\": \"$27.95\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"BulkSupplements.com Fish Oil 1000mg Softgels - Fish Oil Supplements, Omega 3 Supplements - Gluten Free, 1 Softgel per Serving, 240 Count (Pack of 1)\", \"asin\": \"B0BB5PG3GY\", \"price\": \"$22.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Carlson - Cod Liver Oil Gems, Super 1000 mg, 250 mg Omega-3s, 400 IU (10 mcg) Vitamin D3, Wild Caught Norwegian Arctic Cod Liver Oil, Nordic Fish Oil Capsules, 250 Softgels\", \"asin\": \"B001LF39PG\", \"price\": \"$37.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"Nature\\u2019s Bounty Fish Oil, 1200mg, 360mg of Omega-3, 60 Odorless Softgels (Packaging May Vary)\", \"asin\": \"B0013L7GRU\", \"price\": \"$9.73\", \"delivery\": \"FREE delivery Sun, May 4\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"NatureWise Extra-Strength Omega 3 Fish Oil Supplement - 1000mg per Serving - 600 EPA & 400 DHA and Vitamin E - Support for Heart & Brain Health - Lemon Flavor, GMO-Free - 180 Softgels[3-Month Supply]\", \"asin\": \"B0C5F4PN8R\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Fish Oil Supplements | 2000mg | 320 Softgels | EPA & DHA | 600mg Total Omega-3 | Non-GMO, Gluten Free Pills\", \"asin\": \"B09H657QN2\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Wiley's Finest Wild Alaskan Fish Oil Easy Swallow Minis - Omega-3 Fish Oil Supplement for Adults and Kids - Double-Strength 630mg EPA and DHA Natural Supplement - 120 Mini Softgels (60 Servings)\", \"asin\": \"B07V4GJNRJ\", \"price\": \"$26.39\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GNC Triple Strength Fish Oil Mini Omega 3 Supplement, 1000mg EPA and DHA, Supports Heart, Brain, Skin, Eye and Joint Health, 240 Mini Softgels\", \"asin\": \"B01N9MMCP0\", \"price\": \"$49.99\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"DEAL SUPPLEMENT Omega 3 Fish Oil Supplements, 3,000mg Per Serving, 240 Softgels \\u2013 EPA 1,200mg + DHA 900mg \\u2013 Burpless Pills, Lemon Flavored, Wild Caught \\u2013 Brain & Heart Support \\u2013 Mercury Free, Non-GMO\", \"asin\": \"B0CF38KTZQ\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n{\"title\": \"Barlean's Omega 3 Fish Oil Supplements, 600mg Fish Oil Pills with EPA & DHA, Softgels for Joint, Brain, & Heart Health, Orange Flavored, 250 Count\", \"asin\": \"B002VLZ8AI\", \"price\": \"$34.19\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Carlson - Maximum Omega 2000, 2000 mg Omega-3 Fatty Acids Including EPA and DHA, Wild-Caught, Norwegian Fish Oil Supplement, Sustainably Sourced Fish Oil Capsules, Lemon, 180 Softgels\", \"asin\": \"B06XT418Q9\", \"price\": \"$95.20\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Biotest Flameout DHA-Rich Fish Oil - 4200 mg Omega-3 - Pharmaceutical Grade DHA & EPA - 90 Softgels (30 Day Supply)\", \"asin\": \"B000X3Z2MU\", \"price\": \"$43.95\", \"delivery\": \" Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Kirkland Signature Fish Oil 1000 mg, 400 Softgels (2 Pack)\", \"asin\": \"B07CGFSQR6\", \"price\": \"$42.49\", \"delivery\": \"FREE delivery Fri, May 9\"},\n{\"title\": \"Natural Factors, Wild Alaskan Salmon Oil Provides Omega-3, EPA, DHA & Vitamin D, Supports Brain & Heart Health, 180 Count (Pack of 1)\", \"asin\": \"B000CQQLF0\", \"price\": \"$24.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM 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\": \"2025-05-01T14:27:08.852Z\", // 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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "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": "fish oil"}],
"promotion_items": [{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\nSoftgel, Capsule120 Count (Pack of 1)", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\nCream6.7 Fl Oz (Pack of 1)", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\nOil16.91 Fl Oz (Pack of 1)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\nSoftgel180 Count (Pack of 1)", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "", "asin": "B0DCLLDK9Z", "price": "", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\nCream6.7 Fl Oz (Pack of 1)", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\nSoftgel, Capsule120 Count (Pack of 1)", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\nOil16.91 Fl Oz (Pack of 1)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count\nSoftgel60 Count (Pack of 1)", "asin": "B0DCLLDK9Z", "price": "$21.38", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\nSoftgel90 Count (Pack of 1)", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""}],
"ads": [{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62"}],
"search_results": [{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free", "asin": "B09T9TSXNS", "price": "$7.05", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Omega 3 Fish Oil Supplement for Women and Men - 2500 mg Triple Strength Fish Oil Pills with Re-Esterified Omega 3 Fatty Acids including EPA, DHA DPA - 180 Pescatarian-Friendly Softgels", "asin": "B014LDT0ZM", "price": "$51.25", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct", "asin": "B07DX89ZHN", "price": "$26.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nature Made Fish Oil 1200 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 230 Softgels, 115 Day Supply", "asin": "B071VT9J98", "price": "$17.39", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature Made Fish Oil 1000 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 250 Softgels, 125 Day Supply", "asin": "B0046XC528", "price": "$22.49", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nature's Truth Fish Oil Omega 3 Supplement | 2400mg | 90 Softgels | Lemon Flavor | Odorless | Non-GMO & Gluten Free", "asin": "B0752RCVH9", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count", "asin": "B0DCLLDK9Z", "price": "$21.38", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "PetHonesty Omega 3 Fish Oil Supplement for Dogs & Cats (32oz), Wild Caught Omega 3 Fish Oil for Skin and Coat Health, Supports Shedding, Skin & Coat, Immunity, Joint, Brain & Heart, EPA + DHA", "asin": "B082BCP45S", "price": "$36.99", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AG1 Omega 3 Fish Oil Supplement Softgel Capsules w/EPA & DHA Fatty Acids from Wild-Caught Fish | 90 ct. 2,000 mg Athletic Greens", "asin": "B0F1DXG2T9", "price": "$39.00", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 2400mg, Coated Softgels, 90 Ct.", "asin": "B002QMB55Y", "price": "$14.23", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature's Bounty Fish Oil, 300 mg of Omega-3, 145 Count", "asin": "B0013L5G9U", "price": "$10.45", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature Made Extra Strength Burp Less Omega 3 Fish Oil 1400 mg Minis, Fish Oil Supplements as Ethyl Esters for Healthy Heart, Brain and Eyes Support, Omega 3 Supplement, 60 Softgels, 30 Day Supply", "asin": "B09SRB8BXP", "price": "$6.14", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free", "asin": "B09T9TSXNS", "price": "$7.05", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "Fish Oil 500 Mg Sftgl", "asin": "B09NLYFVZM", "price": "$2.24", "delivery": " FREE delivery"},
{"title": "Nature Made Omega 3 Fish Oil & Algae Oil Blend 1200 mg, Omega 3 Supplement for Heart, Brain and Eyes Support, One Per Day, 60 Softgels", "asin": "B0DVB2X3KS", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Nature's Truth Omega 3 Fish Oil 2000 mg | 125 Liquid Softgels | Burpless, Lemon Flavor Pills | Non-GMO and Gluten Free Supplement", "asin": "B07QT9W7W2", "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": "Ritual Omega 3 - Vegan - Science-Backed Dose of DHA & EPA Fatty Acids in 2:1 Ratio, Bioavailable, Brain and Heart Health Support, Minimal Burp-Back, Sustainably Sourced Microalgae, 30 Day Supply", "asin": "B0CL8BF5FR", "price": "$36.99", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct", "asin": "B07DX89ZHN", "price": "$26.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "THORNE Super EPA - Omega-3 Fatty Acids EPA 425mg & DHA 270mg Supplement - Support Brain, Cardiovascular, Joints & Skin* - Gluten, Dairy & Soy-Free - 90 Gelcaps", "asin": "B0018CJ17W", "price": "$40.00", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fish Oil 1200 Mg - 360 Mg Sftgl", "asin": "B09NQJZF4M", "price": "$6.00", "delivery": " FREE delivery"},
{"title": "Amazon Basics Fish Oil 303 mg, Lemon, Orange & Strawberry-Banana flavors, 90 Gummies (2 per Serving), EPA and DHA Omega-3 fatty acids (Previously Solimo)", "asin": "B07BBNGPG2", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Fish Oil 1000 Mg Sftgl", "asin": "B09NLZRXKZ", "price": "$3.00", "delivery": " FREE delivery"},
{"title": "Arazo Nutrition Wild Caught Omega 3 Fish Oil \u2013 120 Soft Gels \u2013 4,080mg High EPA 1200mg DHA 900mg Lemon Flavor Burpless Softgels", "asin": "B01GV4O37E", "price": "$28.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOW Foods Supplements, Omega-3 180 EPA / 120 DHA, Molecularly Distilled, Cardiovascular Support*, 200 Softgels", "asin": "B001GCU6KA", "price": "$12.29", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Primal Harvest Omega 3 Fish Oil Supplements, 30 Servings Soft Gels Capsules w/ 1000mg EPA + DHA Supplements, No Fishy Burps Non-GMO Omega 3 Fatty Acid", "asin": "B0BFJSG62M", "price": "$36.95", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Micro Ingredients Triple Strength Omega 3 Fish Oil Supplements \u2013Lemon Flavored \u2013 Burpless (Enteric-Coated) | Deep Sea Fish, Wild Caught from Norwegian Waters", "asin": "B07L45XQBR", "price": "$33.99", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nature Made Extra Strength Omega 3 Fish Oil 2800 mg per serving, Fish Oil Supplements as Ethyl Esters, Omega 3 Supplement for Healthy Heart, Brain, Eyes, and Mood Support, 60 Softgels, 30 Day Supply", "asin": "B08XXN95XM", "price": "$21.32", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nutricost Omega 3 Fish Oil - 2500MG, 120 Softgels (40 Serv) - Fish Oil, Wild Caught! 1200mg EPA 850mg DHA - Non-GMO, Gluten Free", "asin": "B098KLWZHN", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature Made Burp Less Fish Oil 1000 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 150 Softgels, 75 Day Supply", "asin": "B004U3Y9FU", "price": "$16.93", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature's Bounty Fish Oil, Dietary Supplement with 360mg Omega-3, Supports Heart Health, 1200mg, 200 Softgels (Pack of 2)", "asin": "B009ES5ENM", "price": "$35.49", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Nature Made Burp Less Ultra Omega 3 Fish Oil Supplements 1400 mg, Omega 3 Supplement for Healthy Heart, Brain and Eyes Support, One Per Day, 90 Softgels", "asin": "B00DS5BI78", "price": "$21.98", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Viva Naturals Omega 3 Fish Oil Supplement for Women and Men - 2500 mg Triple Strength Fish Oil Pills with Re-Esterified Omega 3 Fatty Acids Including EPA, DHA DPA - 90 Pescatarian-Friendly Softgels", "asin": "B014LE31OW", "price": "$31.45", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "delivery": "FREE delivery Mon, May 5"},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Qunol Fish Oil Omega 3 Mini Softgels, 1000mg Omega 3 EPA + DHA, Ultra Pure Supplements, Heart Health Support, Lemon Flavor, Easy to Swallow Minis, 3 Month Supply, 180 Count", "asin": "B0B523YQS7", "price": "$15.00", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature's Bounty Mini Fish Oil Softgels 1290 mg, Omega-3, Supports Heart Health, Odor-Less, 90 Mini Coated Softgels", "asin": "B005N0RGQI", "price": "$19.08", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature Made Burp Less Fish Oil 1200 mg, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 200 Softgels, 100 Day Supply", "asin": "B004GJVD2K", "price": "$23.98", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Carlson - Elite Omega-3 Gems, 1600 mg Omega-3 Fatty Acids Including EPA and DHA, Norwegian Fish Oil Supplement, Wild Caught, Sustainably Sourced Capsules, Lemon, 90+30 Softgels", "asin": "B06XSLW9PY", "price": "$42.40", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "New Chapter Wholemega Fish Oil Supplement - Wild Alaskan Salmon Oil with Omega-3 + Vitamin D3 + Astaxanthin + Sustainably Caught - 180 ct, 1000mg Softgels", "asin": "B004UJ84QO", "price": "$39.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM Or FREE pickup"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 16 oz - 1560 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 96 Servings", "asin": "B002WTCLHC", "price": "$43.31", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nature Made Fish Oil 1000 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 90 Softgels, 45 Day Supply", "asin": "B00YMSLAW8", "price": "$9.67", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "NOW Supplements, Omega-3 180 EPA / 120 DHA, Molecularly Distilled, Cardiovascular Support, 100 Softgels", "asin": "B000J18RSW", "price": "$7.39", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature's Bounty Fish Oil, Dietary Supplement, Omega 3, Supports Heart Health, 1200 Mg, 120 Rapid Release Softgels", "asin": "B00IXQJF72", "price": "$14.03", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nutricost Fish Oil Omega 3 Softgels with EPA & DHA (1000mg of Fish Oil, 560mg of Omega-3), 240 Softgels, Non-GMO, Gluten Free.", "asin": "B06XS9YJKB", "price": "$27.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "BulkSupplements.com Fish Oil 1000mg Softgels - Fish Oil Supplements, Omega 3 Supplements - Gluten Free, 1 Softgel per Serving, 240 Count (Pack of 1)", "asin": "B0BB5PG3GY", "price": "$22.97", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Carlson - Cod Liver Oil Gems, Super 1000 mg, 250 mg Omega-3s, 400 IU (10 mcg) Vitamin D3, Wild Caught Norwegian Arctic Cod Liver Oil, Nordic Fish Oil Capsules, 250 Softgels", "asin": "B001LF39PG", "price": "$37.83", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Nature\u2019s Bounty Fish Oil, 1200mg, 360mg of Omega-3, 60 Odorless Softgels (Packaging May Vary)", "asin": "B0013L7GRU", "price": "$9.73", "delivery": "FREE delivery Sun, May 4"},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NatureWise Extra-Strength Omega 3 Fish Oil Supplement - 1000mg per Serving - 600 EPA & 400 DHA and Vitamin E - Support for Heart & Brain Health - Lemon Flavor, GMO-Free - 180 Softgels[3-Month Supply]", "asin": "B0C5F4PN8R", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Carlyle Fish Oil Supplements | 2000mg | 320 Softgels | EPA & DHA | 600mg Total Omega-3 | Non-GMO, Gluten Free Pills", "asin": "B09H657QN2", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Wiley's Finest Wild Alaskan Fish Oil Easy Swallow Minis - Omega-3 Fish Oil Supplement for Adults and Kids - Double-Strength 630mg EPA and DHA Natural Supplement - 120 Mini Softgels (60 Servings)", "asin": "B07V4GJNRJ", "price": "$26.39", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GNC Triple Strength Fish Oil Mini Omega 3 Supplement, 1000mg EPA and DHA, Supports Heart, Brain, Skin, Eye and Joint Health, 240 Mini Softgels", "asin": "B01N9MMCP0", "price": "$49.99", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "DEAL SUPPLEMENT Omega 3 Fish Oil Supplements, 3,000mg Per Serving, 240 Softgels \u2013 EPA 1,200mg + DHA 900mg \u2013 Burpless Pills, Lemon Flavored, Wild Caught \u2013 Brain & Heart Support \u2013 Mercury Free, Non-GMO", "asin": "B0CF38KTZQ", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Barlean's Omega 3 Fish Oil Supplements, 600mg Fish Oil Pills with EPA & DHA, Softgels for Joint, Brain, & Heart Health, Orange Flavored, 250 Count", "asin": "B002VLZ8AI", "price": "$34.19", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Carlson - Maximum Omega 2000, 2000 mg Omega-3 Fatty Acids Including EPA and DHA, Wild-Caught, Norwegian Fish Oil Supplement, Sustainably Sourced Fish Oil Capsules, Lemon, 180 Softgels", "asin": "B06XT418Q9", "price": "$95.20", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Biotest Flameout DHA-Rich Fish Oil - 4200 mg Omega-3 - Pharmaceutical Grade DHA & EPA - 90 Softgels (30 Day Supply)", "asin": "B000X3Z2MU", "price": "$43.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Kirkland Signature Fish Oil 1000 mg, 400 Softgels (2 Pack)", "asin": "B07CGFSQR6", "price": "$42.49", "delivery": "FREE delivery Fri, May 9"},
{"title": "Natural Factors, Wild Alaskan Salmon Oil Provides Omega-3, EPA, DHA & Vitamin D, Supports Brain & Heart Health, 180 Count (Pack of 1)", "asin": "B000CQQLF0", "price": "$24.47", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM 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": "2025-05-01T14:27:08.852Z", // 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>
|
2025-05-01T14:27:08.852Z
|
click_product
|
B07DX89ZHN
|
rule
|
2025-05-01T14:27:08.852Z
|
click_product
|
B07DX89ZHN
|
train
| 467 |
2025-05-01T14:27:08.852Z
|
click_product
|
B07DX89ZHN
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "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": "fish oil"}],
"promotion_items": [{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\nSoftgel, Capsule120 Count (Pack of 1)", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\nCream6.7 Fl Oz (Pack of 1)", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\nOil16.91 Fl Oz (Pack of 1)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\nSoftgel180 Count (Pack of 1)", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "", "asin": "B0DCLLDK9Z", "price": "", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\nCream6.7 Fl Oz (Pack of 1)", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\nSoftgel, Capsule120 Count (Pack of 1)", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\nOil16.91 Fl Oz (Pack of 1)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count\nSoftgel60 Count (Pack of 1)", "asin": "B0DCLLDK9Z", "price": "$21.38", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\nSoftgel90 Count (Pack of 1)", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""}],
"ads": [{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62"}],
"search_results": [{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free", "asin": "B09T9TSXNS", "price": "$7.05", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Omega 3 Fish Oil Supplement for Women and Men - 2500 mg Triple Strength Fish Oil Pills with Re-Esterified Omega 3 Fatty Acids including EPA, DHA DPA - 180 Pescatarian-Friendly Softgels", "asin": "B014LDT0ZM", "price": "$51.25", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct", "asin": "B07DX89ZHN", "price": "$26.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nature Made Fish Oil 1200 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 230 Softgels, 115 Day Supply", "asin": "B071VT9J98", "price": "$17.39", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature Made Fish Oil 1000 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 250 Softgels, 125 Day Supply", "asin": "B0046XC528", "price": "$22.49", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nature's Truth Fish Oil Omega 3 Supplement | 2400mg | 90 Softgels | Lemon Flavor | Odorless | Non-GMO & Gluten Free", "asin": "B0752RCVH9", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count", "asin": "B0DCLLDK9Z", "price": "$21.38", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "PetHonesty Omega 3 Fish Oil Supplement for Dogs & Cats (32oz), Wild Caught Omega 3 Fish Oil for Skin and Coat Health, Supports Shedding, Skin & Coat, Immunity, Joint, Brain & Heart, EPA + DHA", "asin": "B082BCP45S", "price": "$36.99", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AG1 Omega 3 Fish Oil Supplement Softgel Capsules w/EPA & DHA Fatty Acids from Wild-Caught Fish | 90 ct. 2,000 mg Athletic Greens", "asin": "B0F1DXG2T9", "price": "$39.00", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 2400mg, Coated Softgels, 90 Ct.", "asin": "B002QMB55Y", "price": "$14.23", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature's Bounty Fish Oil, 300 mg of Omega-3, 145 Count", "asin": "B0013L5G9U", "price": "$10.45", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature Made Extra Strength Burp Less Omega 3 Fish Oil 1400 mg Minis, Fish Oil Supplements as Ethyl Esters for Healthy Heart, Brain and Eyes Support, Omega 3 Supplement, 60 Softgels, 30 Day Supply", "asin": "B09SRB8BXP", "price": "$6.14", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Amazon Basics Fish Oil Omega-3 1000 mg, 90 Softgels (1 per serving), Gluten Free", "asin": "B09T9TSXNS", "price": "$7.05", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "Fish Oil 500 Mg Sftgl", "asin": "B09NLYFVZM", "price": "$2.24", "delivery": " FREE delivery"},
{"title": "Nature Made Omega 3 Fish Oil & Algae Oil Blend 1200 mg, Omega 3 Supplement for Heart, Brain and Eyes Support, One Per Day, 60 Softgels", "asin": "B0DVB2X3KS", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Nature's Truth Omega 3 Fish Oil 2000 mg | 125 Liquid Softgels | Burpless, Lemon Flavor Pills | Non-GMO and Gluten Free Supplement", "asin": "B07QT9W7W2", "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": "Ritual Omega 3 - Vegan - Science-Backed Dose of DHA & EPA Fatty Acids in 2:1 Ratio, Bioavailable, Brain and Heart Health Support, Minimal Burp-Back, Sustainably Sourced Microalgae, 30 Day Supply", "asin": "B0CL8BF5FR", "price": "$36.99", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct", "asin": "B07DX89ZHN", "price": "$26.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "THORNE Super EPA - Omega-3 Fatty Acids EPA 425mg & DHA 270mg Supplement - Support Brain, Cardiovascular, Joints & Skin* - Gluten, Dairy & Soy-Free - 90 Gelcaps", "asin": "B0018CJ17W", "price": "$40.00", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fish Oil 1200 Mg - 360 Mg Sftgl", "asin": "B09NQJZF4M", "price": "$6.00", "delivery": " FREE delivery"},
{"title": "Amazon Basics Fish Oil 303 mg, Lemon, Orange & Strawberry-Banana flavors, 90 Gummies (2 per Serving), EPA and DHA Omega-3 fatty acids (Previously Solimo)", "asin": "B07BBNGPG2", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Fish Oil 1000 Mg Sftgl", "asin": "B09NLZRXKZ", "price": "$3.00", "delivery": " FREE delivery"},
{"title": "Arazo Nutrition Wild Caught Omega 3 Fish Oil \u2013 120 Soft Gels \u2013 4,080mg High EPA 1200mg DHA 900mg Lemon Flavor Burpless Softgels", "asin": "B01GV4O37E", "price": "$28.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOW Foods Supplements, Omega-3 180 EPA / 120 DHA, Molecularly Distilled, Cardiovascular Support*, 200 Softgels", "asin": "B001GCU6KA", "price": "$12.29", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Primal Harvest Omega 3 Fish Oil Supplements, 30 Servings Soft Gels Capsules w/ 1000mg EPA + DHA Supplements, No Fishy Burps Non-GMO Omega 3 Fatty Acid", "asin": "B0BFJSG62M", "price": "$36.95", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Micro Ingredients Triple Strength Omega 3 Fish Oil Supplements \u2013Lemon Flavored \u2013 Burpless (Enteric-Coated) | Deep Sea Fish, Wild Caught from Norwegian Waters", "asin": "B07L45XQBR", "price": "$33.99", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nature Made Extra Strength Omega 3 Fish Oil 2800 mg per serving, Fish Oil Supplements as Ethyl Esters, Omega 3 Supplement for Healthy Heart, Brain, Eyes, and Mood Support, 60 Softgels, 30 Day Supply", "asin": "B08XXN95XM", "price": "$21.32", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nutricost Omega 3 Fish Oil - 2500MG, 120 Softgels (40 Serv) - Fish Oil, Wild Caught! 1200mg EPA 850mg DHA - Non-GMO, Gluten Free", "asin": "B098KLWZHN", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature Made Burp Less Fish Oil 1000 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 150 Softgels, 75 Day Supply", "asin": "B004U3Y9FU", "price": "$16.93", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature's Bounty Fish Oil, Dietary Supplement with 360mg Omega-3, Supports Heart Health, 1200mg, 200 Softgels (Pack of 2)", "asin": "B009ES5ENM", "price": "$35.49", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Nature Made Burp Less Ultra Omega 3 Fish Oil Supplements 1400 mg, Omega 3 Supplement for Healthy Heart, Brain and Eyes Support, One Per Day, 90 Softgels", "asin": "B00DS5BI78", "price": "$21.98", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Viva Naturals Omega 3 Fish Oil Supplement for Women and Men - 2500 mg Triple Strength Fish Oil Pills with Re-Esterified Omega 3 Fatty Acids Including EPA, DHA DPA - 90 Pescatarian-Friendly Softgels", "asin": "B014LE31OW", "price": "$31.45", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "delivery": "FREE delivery Mon, May 5"},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Qunol Fish Oil Omega 3 Mini Softgels, 1000mg Omega 3 EPA + DHA, Ultra Pure Supplements, Heart Health Support, Lemon Flavor, Easy to Swallow Minis, 3 Month Supply, 180 Count", "asin": "B0B523YQS7", "price": "$15.00", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature's Bounty Mini Fish Oil Softgels 1290 mg, Omega-3, Supports Heart Health, Odor-Less, 90 Mini Coated Softgels", "asin": "B005N0RGQI", "price": "$19.08", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature Made Burp Less Fish Oil 1200 mg, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 200 Softgels, 100 Day Supply", "asin": "B004GJVD2K", "price": "$23.98", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Carlson - Elite Omega-3 Gems, 1600 mg Omega-3 Fatty Acids Including EPA and DHA, Norwegian Fish Oil Supplement, Wild Caught, Sustainably Sourced Capsules, Lemon, 90+30 Softgels", "asin": "B06XSLW9PY", "price": "$42.40", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "New Chapter Wholemega Fish Oil Supplement - Wild Alaskan Salmon Oil with Omega-3 + Vitamin D3 + Astaxanthin + Sustainably Caught - 180 ct, 1000mg Softgels", "asin": "B004UJ84QO", "price": "$39.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM Or FREE pickup"},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 16 oz - 1560 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 96 Servings", "asin": "B002WTCLHC", "price": "$43.31", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nature Made Fish Oil 1000 mg Softgels, Fish Oil Supplements, Omega 3 Fish Oil for Healthy Heart Support, Omega 3 Supplement with 90 Softgels, 45 Day Supply", "asin": "B00YMSLAW8", "price": "$9.67", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "NOW Supplements, Omega-3 180 EPA / 120 DHA, Molecularly Distilled, Cardiovascular Support, 100 Softgels", "asin": "B000J18RSW", "price": "$7.39", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nature's Bounty Fish Oil, Dietary Supplement, Omega 3, Supports Heart Health, 1200 Mg, 120 Rapid Release Softgels", "asin": "B00IXQJF72", "price": "$14.03", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Nutricost Fish Oil Omega 3 Softgels with EPA & DHA (1000mg of Fish Oil, 560mg of Omega-3), 240 Softgels, Non-GMO, Gluten Free.", "asin": "B06XS9YJKB", "price": "$27.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "BulkSupplements.com Fish Oil 1000mg Softgels - Fish Oil Supplements, Omega 3 Supplements - Gluten Free, 1 Softgel per Serving, 240 Count (Pack of 1)", "asin": "B0BB5PG3GY", "price": "$22.97", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Carlson - Cod Liver Oil Gems, Super 1000 mg, 250 mg Omega-3s, 400 IU (10 mcg) Vitamin D3, Wild Caught Norwegian Arctic Cod Liver Oil, Nordic Fish Oil Capsules, 250 Softgels", "asin": "B001LF39PG", "price": "$37.83", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Nature\u2019s Bounty Fish Oil, 1200mg, 360mg of Omega-3, 60 Odorless Softgels (Packaging May Vary)", "asin": "B0013L7GRU", "price": "$9.73", "delivery": "FREE delivery Sun, May 4"},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NatureWise Extra-Strength Omega 3 Fish Oil Supplement - 1000mg per Serving - 600 EPA & 400 DHA and Vitamin E - Support for Heart & Brain Health - Lemon Flavor, GMO-Free - 180 Softgels[3-Month Supply]", "asin": "B0C5F4PN8R", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Carlyle Fish Oil Supplements | 2000mg | 320 Softgels | EPA & DHA | 600mg Total Omega-3 | Non-GMO, Gluten Free Pills", "asin": "B09H657QN2", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Wiley's Finest Wild Alaskan Fish Oil Easy Swallow Minis - Omega-3 Fish Oil Supplement for Adults and Kids - Double-Strength 630mg EPA and DHA Natural Supplement - 120 Mini Softgels (60 Servings)", "asin": "B07V4GJNRJ", "price": "$26.39", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GNC Triple Strength Fish Oil Mini Omega 3 Supplement, 1000mg EPA and DHA, Supports Heart, Brain, Skin, Eye and Joint Health, 240 Mini Softgels", "asin": "B01N9MMCP0", "price": "$49.99", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "DEAL SUPPLEMENT Omega 3 Fish Oil Supplements, 3,000mg Per Serving, 240 Softgels \u2013 EPA 1,200mg + DHA 900mg \u2013 Burpless Pills, Lemon Flavored, Wild Caught \u2013 Brain & Heart Support \u2013 Mercury Free, Non-GMO", "asin": "B0CF38KTZQ", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Barlean's Omega 3 Fish Oil Supplements, 600mg Fish Oil Pills with EPA & DHA, Softgels for Joint, Brain, & Heart Health, Orange Flavored, 250 Count", "asin": "B002VLZ8AI", "price": "$34.19", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Carlson - Maximum Omega 2000, 2000 mg Omega-3 Fatty Acids Including EPA and DHA, Wild-Caught, Norwegian Fish Oil Supplement, Sustainably Sourced Fish Oil Capsules, Lemon, 180 Softgels", "asin": "B06XT418Q9", "price": "$95.20", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Biotest Flameout DHA-Rich Fish Oil - 4200 mg Omega-3 - Pharmaceutical Grade DHA & EPA - 90 Softgels (30 Day Supply)", "asin": "B000X3Z2MU", "price": "$43.95", "delivery": " Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Kirkland Signature Fish Oil 1000 mg, 400 Softgels (2 Pack)", "asin": "B07CGFSQR6", "price": "$42.49", "delivery": "FREE delivery Fri, May 9"},
{"title": "Natural Factors, Wild Alaskan Salmon Oil Provides Omega-3, EPA, DHA & Vitamin D, Supports Brain & Heart Health, 180 Count (Pack of 1)", "asin": "B000CQQLF0", "price": "$24.47", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM 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": "2025-05-01T14:27:08.852Z", // 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"fish oil\"}],\n\"product_details\": [{\"asin\": \"B07DX89ZHN\"},\n{\"title\": \"Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct\"},\n{\"price\": \"$24.25\"},\n{\"bullet_list\": \"Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Just 1 Capsule a Day: Just one (1) of our pescatarian-friendly fish oil liquid softgels contain a minimum of 1,040mg of essential Omega-3 fatty acids with 690mg of EPA & 310mg of DHA in the preferred triglyceride molecular form. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the bearing sea. Our triple-strength Omega-3 Fish Oil 1250mg is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated. Omega-3 Powerhouse: Omega-3s are a family of essential fatty acids - such as EPA & DHA - that play vital roles in your body. Our Omega-3 Powerhouse Fish Oil is packed with a minimum of 80% EPA & DHA per capsule.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, hexane, and gluten-free. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"120 Count (Pack of 1)\"},\n{\"Style\": \"From Alaska\"}],\n\"promotion_items\": [{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count\", \"asin\": \"B0DCLLDK9Z\", \"price\": \"$21.38\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz\", \"asin\": \"B001LF39RO\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Carlson - Elite Omega-3 Gems, 1600 mg Omega-3 Fatty Acids Including EPA and DHA, Norwegian, Wild-Caught Fish Oil Supplement, Sustainably Sourced Omega 3 Fish Oil Capsules, Lemon, 130 Softgels\", \"asin\": \"B081VWWGCZ\", \"price\": \"$42.42\", \"quantity\": \"\"},\n{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count\", \"asin\": \"B0DCLLDK9Z\", \"price\": \"$21.38\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Carlson - Elite Omega-3 Gems, 1600 mg Omega-3 Fatty Acids Including EPA and DHA, Norwegian, Wild-Caught Fish Oil Supplement, Sustainably Sourced Omega 3 Fish Oil Capsules, Lemon, 130 Softgels\", \"asin\": \"B081VWWGCZ\", \"price\": \"$42.42\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct\", \"asin\": \"B07DX89ZHN\", \"price\": \"$26.95\"},\n{\"title\": \"Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Wild Alaskan Pollock - Heart, Brain & Immune Support for Men & Women - 1250 mg, 240 ct\", \"asin\": \"B0BJ7NN9L5\", \"price\": \"$67.95\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\"},\n{\"title\": \"generic Pure Alaska Omega-3 Wild Alaskan Salmon Oil 1000mg Softgels 180-Count\", \"asin\": \"B0D3ZJQP27\", \"price\": \"$36.95\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:27:34.825Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "fish oil"}],
"product_details": [{"asin": "B07DX89ZHN"},
{"title": "Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct"},
{"price": "$24.25"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Just 1 Capsule a Day: Just one (1) of our pescatarian-friendly fish oil liquid softgels contain a minimum of 1,040mg of essential Omega-3 fatty acids with 690mg of EPA & 310mg of DHA in the preferred triglyceride molecular form. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the bearing sea. Our triple-strength Omega-3 Fish Oil 1250mg is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated. Omega-3 Powerhouse: Omega-3s are a family of essential fatty acids - such as EPA & DHA - that play vital roles in your body. Our Omega-3 Powerhouse Fish Oil is packed with a minimum of 80% EPA & DHA per capsule.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, hexane, and gluten-free. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count", "asin": "B0DCLLDK9Z", "price": "$21.38", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "quantity": ""},
{"title": "Carlson - Elite Omega-3 Gems, 1600 mg Omega-3 Fatty Acids Including EPA and DHA, Norwegian, Wild-Caught Fish Oil Supplement, Sustainably Sourced Omega 3 Fish Oil Capsules, Lemon, 130 Softgels", "asin": "B081VWWGCZ", "price": "$42.42", "quantity": ""},
{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count", "asin": "B0DCLLDK9Z", "price": "$21.38", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - Elite Omega-3 Gems, 1600 mg Omega-3 Fatty Acids Including EPA and DHA, Norwegian, Wild-Caught Fish Oil Supplement, Sustainably Sourced Omega 3 Fish Oil Capsules, Lemon, 130 Softgels", "asin": "B081VWWGCZ", "price": "$42.42", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct", "asin": "B07DX89ZHN", "price": "$26.95"},
{"title": "Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Wild Alaskan Pollock - Heart, Brain & Immune Support for Men & Women - 1250 mg, 240 ct", "asin": "B0BJ7NN9L5", "price": "$67.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "generic Pure Alaska Omega-3 Wild Alaskan Salmon Oil 1000mg Softgels 180-Count", "asin": "B0D3ZJQP27", "price": "$36.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:27:34.825Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:27:34.825Z
|
click
|
product_option
|
rule
|
2025-05-01T14:27:34.825Z
|
click
|
product_option
|
train
| 468 |
2025-05-01T14:27:34.825Z
|
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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "fish oil"}],
"product_details": [{"asin": "B07DX89ZHN"},
{"title": "Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct"},
{"price": "$24.25"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Just 1 Capsule a Day: Just one (1) of our pescatarian-friendly fish oil liquid softgels contain a minimum of 1,040mg of essential Omega-3 fatty acids with 690mg of EPA & 310mg of DHA in the preferred triglyceride molecular form. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the bearing sea. Our triple-strength Omega-3 Fish Oil 1250mg is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated. Omega-3 Powerhouse: Omega-3s are a family of essential fatty acids - such as EPA & DHA - that play vital roles in your body. Our Omega-3 Powerhouse Fish Oil is packed with a minimum of 80% EPA & DHA per capsule.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, hexane, and gluten-free. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count", "asin": "B0DCLLDK9Z", "price": "$21.38", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "quantity": ""},
{"title": "Carlson - Elite Omega-3 Gems, 1600 mg Omega-3 Fatty Acids Including EPA and DHA, Norwegian, Wild-Caught Fish Oil Supplement, Sustainably Sourced Omega 3 Fish Oil Capsules, Lemon, 130 Softgels", "asin": "B081VWWGCZ", "price": "$42.42", "quantity": ""},
{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Qunol Advanced Omega 3 Krill and Fish Oil Complex, 10x Better Bioavailability, One Pill Dose, 250mg EPA & DHA, Supports Brain, Eye, Heart and Joint Health, 60 Count", "asin": "B0DCLLDK9Z", "price": "$21.38", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - Elite Omega-3 Gems, 1600 mg Omega-3 Fatty Acids Including EPA and DHA, Norwegian, Wild-Caught Fish Oil Supplement, Sustainably Sourced Omega 3 Fish Oil Capsules, Lemon, 130 Softgels", "asin": "B081VWWGCZ", "price": "$42.42", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Single-Source Wild Alaskan Pollock - 1250 mg, 90 ct", "asin": "B07DX89ZHN", "price": "$26.95"},
{"title": "Sports Research Triple Strength Omega 3 Fish Oil - Burpless Fish Oil Supplement w/EPA & DHA Fatty Acids from Wild Alaskan Pollock - Heart, Brain & Immune Support for Men & Women - 1250 mg, 240 ct", "asin": "B0BJ7NN9L5", "price": "$67.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "generic Pure Alaska Omega-3 Wild Alaskan Salmon Oil 1000mg Softgels 180-Count", "asin": "B0D3ZJQP27", "price": "$36.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:27:34.825Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n{\"timestamp\": \"2025-05-01T14:27:34.825Z\", \"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\": \"fish oil\"}],\n\"product_details\": [{\"asin\": \"B0CHN9X9S2\"},\n{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\"},\n{\"price\": \"$25.15\"},\n{\"bullet_list\": \"Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"120 Count (Pack of 1)\"},\n{\"Style\": \"From Alaska\"}],\n\"promotion_items\": [{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count\", \"asin\": \"B0D2JD6SXV\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings\", \"asin\": \"B00CAZAU62\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings\", \"asin\": \"B000HDV7YS\", \"price\": \"$23.09\", \"quantity\": \"\"},\n{\"title\": \"Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings\", \"asin\": \"B092LLQ9DJ\", \"price\": \"$40.95\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels\", \"asin\": \"B0DPZKHB4P\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$26.39\"},\n{\"title\": \"Sports Research\\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \\u00b7 Non-GMO \\u00b7 Soy Free - 120 Count Softgels\", \"asin\": \"B0CJN39FTK\", \"price\": \"$39.95\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\"},\n{\"title\": \"Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels\", \"asin\": \"B00D8W0BDS\", \"price\": \"$22.32\"},\n{\"title\": \"Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)\", \"asin\": \"B0041TXRGU\", \"price\": \"$31.99\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:27:40.805Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "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": "fish oil"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings", "asin": "B000HDV7YS", "price": "$23.09", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:27:40.805Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:27:40.805Z
|
click
|
quantity
|
rule
|
2025-05-01T14:27:40.805Z
|
click
|
quantity
|
train
| 469 |
2025-05-01T14:27:40.805Z
|
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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "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": "fish oil"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings", "asin": "B000HDV7YS", "price": "$23.09", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:27:40.805Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n{\"timestamp\": \"2025-05-01T14:27:34.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T14:27:40.805Z\", \"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\": \"fish oil\"}],\n\"product_details\": [{\"asin\": \"B0CHN9X9S2\"},\n{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\"},\n{\"price\": \"$25.15\"},\n{\"bullet_list\": \"Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"120 Count (Pack of 1)\"},\n{\"Style\": \"From Alaska\"}],\n\"promotion_items\": [{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count\", \"asin\": \"B0D2JD6SXV\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings\", \"asin\": \"B00CAZAU62\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings\", \"asin\": \"B000HDV7YS\", \"price\": \"$23.09\", \"quantity\": \"\"},\n{\"title\": \"Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings\", \"asin\": \"B092LLQ9DJ\", \"price\": \"$40.95\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels\", \"asin\": \"B0DPZKHB4P\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$26.39\"},\n{\"title\": \"Sports Research\\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \\u00b7 Non-GMO \\u00b7 Soy Free - 120 Count Softgels\", \"asin\": \"B0CJN39FTK\", \"price\": \"$39.95\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\"},\n{\"title\": \"Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels\", \"asin\": \"B00D8W0BDS\", \"price\": \"$22.32\"},\n{\"title\": \"Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)\", \"asin\": \"B0041TXRGU\", \"price\": \"$31.99\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:27:42.122Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "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": "fish oil"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings", "asin": "B000HDV7YS", "price": "$23.09", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:27:42.122Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:27:42.122Z
|
click
|
quantity
|
rule
|
2025-05-01T14:27:42.122Z
|
click
|
quantity
|
train
| 470 |
2025-05-01T14:27:42.122Z
|
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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "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": "fish oil"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings", "asin": "B000HDV7YS", "price": "$23.09", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:27:42.122Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n{\"timestamp\": \"2025-05-01T14:27:34.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T14:27:40.805Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:42.122Z\", \"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\": \"fish oil\"}],\n\"product_details\": [{\"asin\": \"B0CHN9X9S2\"},\n{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\"},\n{\"price\": \"$25.15\"},\n{\"bullet_list\": \"Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals.\"}],\n\"product_quantity\": [{\"quantity\": \"3\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"120 Count (Pack of 1)\"},\n{\"Style\": \"From Alaska\"}],\n\"promotion_items\": [{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count\", \"asin\": \"B0D2JD6SXV\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings\", \"asin\": \"B00CAZAU62\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings\", \"asin\": \"B000HDV7YS\", \"price\": \"$23.09\", \"quantity\": \"\"},\n{\"title\": \"Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings\", \"asin\": \"B092LLQ9DJ\", \"price\": \"$40.95\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels\", \"asin\": \"B0DPZKHB4P\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$26.39\"},\n{\"title\": \"Sports Research\\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \\u00b7 Non-GMO \\u00b7 Soy Free - 120 Count Softgels\", \"asin\": \"B0CJN39FTK\", \"price\": \"$39.95\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\"},\n{\"title\": \"Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels\", \"asin\": \"B00D8W0BDS\", \"price\": \"$22.32\"},\n{\"title\": \"Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)\", \"asin\": \"B0041TXRGU\", \"price\": \"$31.99\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:27:49.191Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "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": "fish oil"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "3"},
{"quantity": "1"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings", "asin": "B000HDV7YS", "price": "$23.09", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:27:49.191Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:27:49.191Z
|
purchase
|
B0CHN9X9S2
|
rule
|
2025-05-01T14:27:49.191Z
|
purchase
|
B0CHN9X9S2
|
train
| 471 |
2025-05-01T14:27:49.191Z
|
purchase
|
B0CHN9X9S2
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "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": "fish oil"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "3"},
{"quantity": "1"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 60 Soft Gels - 1280 mg Omega-3 - High-Potency Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 30 Servings", "asin": "B000HDV7YS", "price": "$23.09", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:27:49.191Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n{\"timestamp\": \"2025-05-01T14:27:34.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T14:27:40.805Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:42.122Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:49.191Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\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\": \"fish+oil\"}],\n\"cart_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$25.16\", \"quantity\": \"3\"}],\n\"product_details\": [{\"asin\": \"B0CHN9X9S2\"},\n{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\"},\n{\"price\": \"$25.15\"},\n{\"bullet_list\": \"Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"120 Count (Pack of 1)\"},\n{\"Style\": \"From Alaska\"}],\n\"promotion_items\": [{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count\", \"asin\": \"B0D2JD6SXV\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz\", \"asin\": \"B001LF39RO\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings\", \"asin\": \"B00CAZAU62\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels\", \"asin\": \"B0DPZKHB4P\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels\", \"asin\": \"B0DPZKHB4P\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings\", \"asin\": \"B092LLQ9DJ\", \"price\": \"$40.95\", \"quantity\": \"\"},\n{\"title\": \"Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply\", \"asin\": \"B0CFRCYKYW\", \"price\": \"$61.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor\", \"asin\": \"B001LCQYMY\", \"price\": \"$52.11\", \"quantity\": \"\"},\n{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count\", \"asin\": \"B0D2JD6SXV\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules\", \"asin\": \"B00IP1E3O0\", \"price\": \"$30.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels\", \"asin\": \"B0DQBJ291C\", \"price\": \"$22.36\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \\u00b7 Gluten Free \\u00b7 Non-GMO - 60 Softgels\", \"asin\": \"B0CVP43YJ4\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels\", \"asin\": \"B00T56FQAE\", \"price\": \"$19.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$26.39\"},\n{\"title\": \"Sports Research\\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \\u00b7 Non-GMO \\u00b7 Soy Free - 120 Count Softgels\", \"asin\": \"B0CJN39FTK\", \"price\": \"$39.95\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\"},\n{\"title\": \"Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels\", \"asin\": \"B00D8W0BDS\", \"price\": \"$22.32\"},\n{\"title\": \"Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)\", \"asin\": \"B0041TXRGU\", \"price\": \"$31.99\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:28:32.972Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|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": "fish+oil"}],
"cart_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$25.16", "quantity": "3"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply", "asin": "B0CFRCYKYW", "price": "$61.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor", "asin": "B001LCQYMY", "price": "$52.11", "quantity": ""},
{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules", "asin": "B00IP1E3O0", "price": "$30.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels", "asin": "B0DQBJ291C", "price": "$22.36", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels", "asin": "B00T56FQAE", "price": "$19.95", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:28:32.972Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:28:32.972Z
|
click
|
other
|
rule
|
2025-05-01T14:28:32.972Z
|
click
|
other
|
train
| 472 |
2025-05-01T14:28:32.972Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|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": "fish+oil"}],
"cart_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$25.16", "quantity": "3"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply", "asin": "B0CFRCYKYW", "price": "$61.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor", "asin": "B001LCQYMY", "price": "$52.11", "quantity": ""},
{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules", "asin": "B00IP1E3O0", "price": "$30.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels", "asin": "B0DQBJ291C", "price": "$22.36", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels", "asin": "B00T56FQAE", "price": "$19.95", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:28:32.972Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n{\"timestamp\": \"2025-05-01T14:27:34.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T14:27:40.805Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:42.122Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:49.191Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:28:32.972Z\", \"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\": \"fish+oil\"}],\n\"cart_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$25.16\", \"quantity\": \"3\"}],\n\"product_details\": [{\"asin\": \"B0CHN9X9S2\"},\n{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\"},\n{\"price\": \"$25.15\"},\n{\"price\": \"$26.39\"},\n{\"bullet_list\": \"Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"120 Count (Pack of 1)\"},\n{\"Style\": \"From Alaska\"}],\n\"promotion_items\": [{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count\", \"asin\": \"B0D2JD6SXV\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz\", \"asin\": \"B001LF39RO\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings\", \"asin\": \"B00CAZAU62\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels\", \"asin\": \"B0DPZKHB4P\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels\", \"asin\": \"B0DPZKHB4P\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings\", \"asin\": \"B092LLQ9DJ\", \"price\": \"$40.95\", \"quantity\": \"\"},\n{\"title\": \"Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply\", \"asin\": \"B0CFRCYKYW\", \"price\": \"$61.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor\", \"asin\": \"B001LCQYMY\", \"price\": \"$52.11\", \"quantity\": \"\"},\n{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count\", \"asin\": \"B0D2JD6SXV\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules\", \"asin\": \"B00IP1E3O0\", \"price\": \"$30.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels\", \"asin\": \"B0DQBJ291C\", \"price\": \"$22.36\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \\u00b7 Gluten Free \\u00b7 Non-GMO - 60 Softgels\", \"asin\": \"B0CVP43YJ4\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels\", \"asin\": \"B00T56FQAE\", \"price\": \"$19.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$26.39\"},\n{\"title\": \"Sports Research\\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \\u00b7 Non-GMO \\u00b7 Soy Free - 120 Count Softgels\", \"asin\": \"B0CJN39FTK\", \"price\": \"$39.95\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\"},\n{\"title\": \"Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels\", \"asin\": \"B00D8W0BDS\", \"price\": \"$22.32\"},\n{\"title\": \"Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)\", \"asin\": \"B0041TXRGU\", \"price\": \"$31.99\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:28:50.289Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:28:32.972Z", "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": "fish+oil"}],
"cart_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$25.16", "quantity": "3"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"price": "$26.39"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply", "asin": "B0CFRCYKYW", "price": "$61.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor", "asin": "B001LCQYMY", "price": "$52.11", "quantity": ""},
{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules", "asin": "B00IP1E3O0", "price": "$30.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels", "asin": "B0DQBJ291C", "price": "$22.36", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels", "asin": "B00T56FQAE", "price": "$19.95", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:28:50.289Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:28:50.289Z
|
click
|
quantity
|
rule
|
2025-05-01T14:28:50.289Z
|
click
|
quantity
|
train
| 473 |
2025-05-01T14:28:50.289Z
|
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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:28:32.972Z", "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": "fish+oil"}],
"cart_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$25.16", "quantity": "3"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"price": "$26.39"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply", "asin": "B0CFRCYKYW", "price": "$61.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor", "asin": "B001LCQYMY", "price": "$52.11", "quantity": ""},
{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules", "asin": "B00IP1E3O0", "price": "$30.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels", "asin": "B0DQBJ291C", "price": "$22.36", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels", "asin": "B00T56FQAE", "price": "$19.95", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:28:50.289Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n{\"timestamp\": \"2025-05-01T14:27:34.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T14:27:40.805Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:42.122Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:49.191Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:28:32.972Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:28:50.289Z\", \"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\": \"fish+oil\"}],\n\"cart_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$25.16\", \"quantity\": \"3\"}],\n\"product_details\": [{\"asin\": \"B0CHN9X9S2\"},\n{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\"},\n{\"price\": \"$25.15\"},\n{\"price\": \"$26.39\"},\n{\"bullet_list\": \"Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"120 Count (Pack of 1)\"},\n{\"Style\": \"From Alaska\"}],\n\"promotion_items\": [{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count\", \"asin\": \"B0D2JD6SXV\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz\", \"asin\": \"B001LF39RO\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings\", \"asin\": \"B00CAZAU62\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels\", \"asin\": \"B0DPZKHB4P\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels\", \"asin\": \"B0DPZKHB4P\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings\", \"asin\": \"B092LLQ9DJ\", \"price\": \"$40.95\", \"quantity\": \"\"},\n{\"title\": \"Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply\", \"asin\": \"B0CFRCYKYW\", \"price\": \"$61.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor\", \"asin\": \"B001LCQYMY\", \"price\": \"$52.11\", \"quantity\": \"\"},\n{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count\", \"asin\": \"B0D2JD6SXV\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules\", \"asin\": \"B00IP1E3O0\", \"price\": \"$30.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels\", \"asin\": \"B0DQBJ291C\", \"price\": \"$22.36\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \\u00b7 Gluten Free \\u00b7 Non-GMO - 60 Softgels\", \"asin\": \"B0CVP43YJ4\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels\", \"asin\": \"B00T56FQAE\", \"price\": \"$19.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$26.39\"},\n{\"title\": \"Sports Research\\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \\u00b7 Non-GMO \\u00b7 Soy Free - 120 Count Softgels\", \"asin\": \"B0CJN39FTK\", \"price\": \"$39.95\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\"},\n{\"title\": \"Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels\", \"asin\": \"B00D8W0BDS\", \"price\": \"$22.32\"},\n{\"title\": \"Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)\", \"asin\": \"B0041TXRGU\", \"price\": \"$31.99\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:28:51.406Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "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": "fish+oil"}],
"cart_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$25.16", "quantity": "3"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"price": "$26.39"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply", "asin": "B0CFRCYKYW", "price": "$61.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor", "asin": "B001LCQYMY", "price": "$52.11", "quantity": ""},
{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules", "asin": "B00IP1E3O0", "price": "$30.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels", "asin": "B0DQBJ291C", "price": "$22.36", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels", "asin": "B00T56FQAE", "price": "$19.95", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:28:51.406Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:28:51.406Z
|
click
|
quantity
|
rule
|
2025-05-01T14:28:51.406Z
|
click
|
quantity
|
train
| 474 |
2025-05-01T14:28:51.406Z
|
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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "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": "fish+oil"}],
"cart_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$25.16", "quantity": "3"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"price": "$26.39"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply", "asin": "B0CFRCYKYW", "price": "$61.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor", "asin": "B001LCQYMY", "price": "$52.11", "quantity": ""},
{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules", "asin": "B00IP1E3O0", "price": "$30.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels", "asin": "B0DQBJ291C", "price": "$22.36", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels", "asin": "B00T56FQAE", "price": "$19.95", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:28:51.406Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n{\"timestamp\": \"2025-05-01T14:27:34.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T14:27:40.805Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:42.122Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:49.191Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:28:32.972Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:28:50.289Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:28:51.406Z\", \"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\": \"fish+oil\"}],\n\"cart_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$25.16\", \"quantity\": \"3\"}],\n\"product_details\": [{\"asin\": \"B0CHN9X9S2\"},\n{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\"},\n{\"price\": \"$25.15\"},\n{\"price\": \"$26.39\"},\n{\"bullet_list\": \"Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"3\"}],\n\"product_options\": [{\"Size\": \"120 Count (Pack of 1)\"},\n{\"Style\": \"From Alaska\"}],\n\"promotion_items\": [{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings\", \"asin\": \"B0739KKHWL\", \"price\": \"$34.64\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count\", \"asin\": \"B0D2JD6SXV\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz\", \"asin\": \"B001LF39RO\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings\", \"asin\": \"B002CQU55K\", \"price\": \"$39.06\", \"quantity\": \"\"},\n{\"title\": \"Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings\", \"asin\": \"B00CAZAU62\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels\", \"asin\": \"B0DPZKHB4P\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels\", \"asin\": \"B0DPZKHB4P\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels\", \"asin\": \"B00QFTGSK6\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings\", \"asin\": \"B092LLQ9DJ\", \"price\": \"$40.95\", \"quantity\": \"\"},\n{\"title\": \"Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply\", \"asin\": \"B0CFRCYKYW\", \"price\": \"$61.95\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz\", \"asin\": \"B001LF39RY\", \"price\": \"$25.80\", \"quantity\": \"\"},\n{\"title\": \"Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)\", \"asin\": \"B071Z9P4L5\", \"price\": \"$46.75\", \"quantity\": \"\"},\n{\"title\": \"Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor\", \"asin\": \"B001LCQYMY\", \"price\": \"$52.11\", \"quantity\": \"\"},\n{\"title\": \"Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research\", \"asin\": \"B0B9HK7VTY\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count\", \"asin\": \"B0D2JD6SXV\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules\", \"asin\": \"B00IP1E3O0\", \"price\": \"$30.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels\", \"asin\": \"B0DQBJ291C\", \"price\": \"$22.36\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \\u00b7 Gluten Free \\u00b7 Non-GMO - 60 Softgels\", \"asin\": \"B0CVP43YJ4\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels\", \"asin\": \"B00T56FQAE\", \"price\": \"$19.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$26.39\"},\n{\"title\": \"Sports Research\\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \\u00b7 Non-GMO \\u00b7 Soy Free - 120 Count Softgels\", \"asin\": \"B0CJN39FTK\", \"price\": \"$39.95\"},\n{\"title\": \"Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels\", \"asin\": \"B0BBQLSDW2\", \"price\": \"$21.85\"},\n{\"title\": \"Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels\", \"asin\": \"B00D8W0BDS\", \"price\": \"$22.32\"},\n{\"title\": \"Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)\", \"asin\": \"B0041TXRGU\", \"price\": \"$31.99\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:28:56.273Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:51.406Z", "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": "fish+oil"}],
"cart_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$25.16", "quantity": "3"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"price": "$26.39"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "3"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply", "asin": "B0CFRCYKYW", "price": "$61.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor", "asin": "B001LCQYMY", "price": "$52.11", "quantity": ""},
{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules", "asin": "B00IP1E3O0", "price": "$30.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels", "asin": "B0DQBJ291C", "price": "$22.36", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels", "asin": "B00T56FQAE", "price": "$19.95", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:28:56.273Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:28:56.273Z
|
purchase
|
B0CHN9X9S2
|
rule
|
2025-05-01T14:28:56.273Z
|
purchase
|
B0CHN9X9S2
|
train
| 475 |
2025-05-01T14:28:56.273Z
|
purchase
|
B0CHN9X9S2
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:51.406Z", "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": "fish+oil"}],
"cart_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$25.16", "quantity": "3"}],
"product_details": [{"asin": "B0CHN9X9S2"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules"},
{"price": "$25.15"},
{"price": "$26.39"},
{"bullet_list": "Always Fresh, Never Fishy: We strive to deliver exceptional quality - that means a fish oil supplement without the aftertaste or fish burps that often follow low-quality fish oil capsules. Our Omega-3 oil is extracted, with minimal heat exposure, through a 10-step refinement process that removes fishy odors and impurities. Sustainably Sourced From Alaska Pollock: Single-sourced from only Wild Alaska Pollock located in the Bering Sea. Our Omega-3 Fish Oil is certified sustainable and traceable by the Marine Stewardship Council (MSC) and IFOS 5-star rated, delivering the best fish oil possible from the highest quality and most sustainable source available. Smaller Capsule: New, easy-to-swallow, mini-softgel provides 625mg of Wild Alaska Pollock Fish Oil Concentrate with 520mg of Omega-3 fatty acids in the preferred triglyceride molecular form. Omega-3 Powerhouse: Nature has given us some amazing gifts- like Omega-3 fatty acids found in fish oil (also known as EPA and DHA), which may help support cardiovascular health - and our Omega-3 Powerhouse fish oil is packed with them.* The Sports Research Difference: We hold our supplements to a higher standard. Sports Research Omega 3 Fish oil softgels are pescatarian friendly, non-GMO verified, and free of hexan, gluten and heavy metals. Manufactured in the USA in a cGMP-compliant facility and third-party tested for heavy metals."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "3"}],
"product_options": [{"Size": "120 Count (Pack of 1)"},
{"Style": "From Alaska"}],
"promotion_items": [{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Nordic Naturals Ultimate Omega, Lemon Flavor - 90 Soft Gels - 1280 mg Omega-3 - High-Potency Omega-3 Fish Oil Supplement with EPA & DHA - Promotes Brain & Heart Health - Non-GMO - 45 Servings", "asin": "B0739KKHWL", "price": "$34.64", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Supplement, Norwegian, Wild-Caught, Sustainably Sourced , Lemon, 16.9 Fl Oz", "asin": "B001LF39RO", "price": "$46.75", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Nordic Naturals Omega-3, Lemon Flavor - 180 Soft Gels - 690 mg Omega-3 - Fish Oil - EPA & DHA - Immune Support, Brain & Heart Health, Optimal Wellness - Non-GMO - 90 Servings", "asin": "B002CQU55K", "price": "$39.06", "quantity": ""},
{"title": "Dr. Tobias Omega 3 Fish Oil, 2000mg Triple Strength with 800mg EPA 600mg DHA Per Serving, Fish Oil Omega 3 Supplements for Heart, Brain & Immune Support, 180 Softgels, 90 Servings", "asin": "B00CAZAU62", "price": "$39.99", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "AmerOmega Preferred Triglyceride Omega-3 Fish Oil for Heart Health Support - Wild-Caught Alaskan Walleye Pollock - American-Sourced, American-Made - Non-GMO, Gluten-Free & Dairy-Free - 60 Softgels", "asin": "B0DPZKHB4P", "price": "$18.49", "quantity": ""},
{"title": "WHC, UnoCardio 1000 Fish Oil, 1300 mg of Pure Triglyceride Fish Oil with Omega-3 (1180 mg), 665 mg EPA and 445 mg DHA and 25 mcg (1000 IU) Vitamin D3 per softgel, Natural Orange, 60 softgels", "asin": "B00QFTGSK6", "price": "$49.95", "quantity": ""},
{"title": "Momentous Omega 3 Fish Oil 1600mg - Daily Fish Oil Omega 3 Supplement for Women and Men with EPA & DHA - Supports Joint Health - NSF Certified, GMO-Free, Gluten Free, 30 Servings", "asin": "B092LLQ9DJ", "price": "$40.95", "quantity": ""},
{"title": "Adapt Naturals Omega 3 Fish Oil Supplement with Bioavailable Curcumin & Black Seed Oli, 1,500mg Fish Oil EPA DHA Omega 3 Fatty Acids to Support Joints, Muscles & Heart | Unflavored - 30 Days Supply", "asin": "B0CFRCYKYW", "price": "$61.95", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, 1600 mg Omega-3s, Liquid Fish Oil Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Fish Oil Liquid, Orange, 6.7 Fl Oz", "asin": "B001LF39RY", "price": "$25.80", "quantity": ""},
{"title": "Carlson - The Very Finest Fish Oil, Special Edition, 1600 mg Omega-3s, Liquid Supplement, Norwegian Fish Oil, Wild-Caught, Sustainably Sourced Liquid, Lemon, 500 mL (16.9 Fl Oz)", "asin": "B071Z9P4L5", "price": "$46.75", "quantity": ""},
{"title": "Country Life Omega 3 Fish Oil Supplement - High Concentration EPA and DHA Omega 3 Fatty Acids - 2000mg Fish Oil for Emotional Health, Mood Support, and No Fish Taste - Natural Lemon Flavor", "asin": "B001LCQYMY", "price": "$52.11", "quantity": ""},
{"title": "Omega-3 Fish Oil, Triple Strength, 60 Softgels, Sports Research", "asin": "B0B9HK7VTY", "price": "$23.95", "quantity": ""},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 60 Count", "asin": "B0D2JD6SXV", "price": "$16.95", "quantity": ""},
{"title": "Sports Research Antarctic Krill Oil Omega 3 Softgels 1000mg (Double Strength) with Phospholipids, Choline & Astaxanthin - Sustainably Sourced, Non-GMO Verified & Gluten Free - 60 Capsules", "asin": "B00IP1E3O0", "price": "$30.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Omega 3-6-7-9 - 1200 mg of Multi-Spectrum Omega Fatty Acids Certified Non-GMO Formula with Sea Buckthorn & Borage Oil - 90 Veggie Softgels", "asin": "B0DQBJ291C", "price": "$22.36", "quantity": ""},
{"title": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Biotin 10,000mcg with Organic Coconut Oil - Biotin (Vitamin B7) for Healthy Skin and Hair Support* - for Women and Men - Vegan, Non-GMO, Gluten & Soy-Free - 120 Veggie Softgels", "asin": "B00T56FQAE", "price": "$19.95", "quantity": ""}],
"comparison_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39"},
{"title": "Sports Research\u00ae Alaskan Omega-3 Fish Oil 1250mg with Vitamin D3 2500iu (62.5mcg) - Triple Strength Fish Oil from Wild Alaska Pollock - Gluten Free \u00b7 Non-GMO \u00b7 Soy Free - 120 Count Softgels", "asin": "B0CJN39FTK", "price": "$39.95"},
{"title": "Sports Research Omega-3 Fish Oil, Triple Strength, 30 Softgels", "asin": "B0BBQLSDW2", "price": "$21.85"},
{"title": "Igennus Pharmepa Complete EPA 668mg & DHA 334mg Omega-3 Fatty Acids 1000mg, rTG Form, High Potency Fish Oil Plus Omega-6 & 9 from GLA Evening Primrose Oil, IFOS Certified, Lemon Flavor, 60 Softgels", "asin": "B00D8W0BDS", "price": "$22.32"},
{"title": "Omega-3 Mini Gels, 180 softgels by Now Foods (Pack of 2)", "asin": "B0041TXRGU", "price": "$31.99"},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:28:56.273Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n{\"timestamp\": \"2025-05-01T14:27:34.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T14:27:40.805Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:42.122Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:49.191Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\n{\"timestamp\": \"2025-05-01T14:28:32.972Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:28:50.289Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:28:51.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:28:56.273Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\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\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$26.39\", \"quantity\": \"3\"},\n{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"price\": \"$25.16\", \"quantity\": \"3\"}],\n\"promotion_items\": [{\"title\": \"Sports Research\\u00ae Ashwagandha Softgels with Coconut MCT Oil - Natural Ayurvedic Adaptogen Made with Shoden\\u00ae Ashwa for Relaxation, Calm & Sleep Support - Gluten Free & Vegan Friendly - 120 Count\", \"asin\": \"\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Kion Aminos Essential Amino Acids Capsules | The Building Blocks for Muscle Recovery, Reduced Cravings, Better Cognition, Immunity, and More | 30 Servings\", \"asin\": \"\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"Methyl Multi Without Iron Methylated Multivitamin for Men & Women, 120-Day Supply | Methyl B12 & Methylfolate (5-MTHF) for MTHFR Support | Pharma Grade Multivitamin & Multimineral For Health, 240 Caps\", \"asin\": \"\", \"price\": \"$52.97\", \"quantity\": \"\"},\n{\"title\": \"Sports Research High Potency Zinc Picolinate 30mg with Organic Coconut Oil | Highly Absorbable Zinc Supplement for Healthy Immune & Enzyme Function - Non-GMO Tested & Gluten-Free (90 Liquid Softgels)\", \"asin\": \"\", \"price\": \"$14.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Suports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 120 Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Collagen Peptides for Women & Men, Unflavored, 16 oz., Hydrolyzed Type 1 & 3 Collagen Powder Protein Supplement for Healthy Skin, Nails, Bones & Joints\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vegan D3 5000iu with Vitamin K2 100mg - Formulated with Coconut MCT Oil - Vegan Certified, Soy & Gluten Free - 60 Softgels\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Beet Root Capsules - 1200mg Per Serving - 200 Beet Root Powder Capsules - Beetroot Powder Supports Blood Pressure, Athletic Performance, Digestive, Immune System (Pure, Non-GMO & Gluten Free\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kion Aminos Essential Amino Acids Capsules | The Building Blocks for Muscle Recovery, Reduced Cravings, Better Cognition, Immunity, and More | 30 Servings\", \"asin\": \"\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Suports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 120 Count\", \"asin\": \"\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vegan D3 5000iu with Vitamin K2 100mg - Formulated with Coconut MCT Oil - Vegan Certified, Soy & Gluten Free - 60 Softgels\", \"asin\": \"\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Ashwagandha Softgels with Coconut MCT Oil - Natural Ayurvedic Adaptogen Made with Shoden\\u00ae Ashwa for Relaxation, Calm & Sleep Support - Gluten Free & Vegan Friendly - 120 Count\", \"asin\": \"\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Methyl Multi Without Iron Methylated Multivitamin for Men & Women, 120-Day Supply | Methyl B12 & Methylfolate (5-MTHF) for MTHFR Support | Pharma Grade Multivitamin & Multimineral For Health, 240 Caps\", \"asin\": \"\", \"price\": \"$52.97\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Collagen Peptides for Women & Men, Unflavored, 16 oz., Hydrolyzed Type 1 & 3 Collagen Powder Protein Supplement for Healthy Skin, Nails, Bones & Joints\", \"asin\": \"\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \\u00b7 Non-GMO \\u00b7 Gluten Free\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vital Vitamins Multi Collagen for Women & Men - Type I, II, III, V, X - Grass Fed, Non-GMO - 150 Capsules\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Ashwagandha Softgels with Coconut MCT Oil - Natural Ayurvedic Adaptogen Made with Shoden\\u00ae Ashwa for Relaxation, Calm & Sleep Support - Gluten Free & Vegan Friendly - 120 Count\", \"asin\": \"\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Kion Aminos Essential Amino Acids Capsules | The Building Blocks for Muscle Recovery, Reduced Cravings, Better Cognition, Immunity, and More | 30 Servings\", \"asin\": \"\", \"price\": \"$54.95\", \"quantity\": \"\"},\n{\"title\": \"Methyl Multi Without Iron Methylated Multivitamin for Men & Women, 120-Day Supply | Methyl B12 & Methylfolate (5-MTHF) for MTHFR Support | Pharma Grade Multivitamin & Multimineral For Health, 240 Caps\", \"asin\": \"\", \"price\": \"$52.97\", \"quantity\": \"\"},\n{\"title\": \"Sports Research High Potency Zinc Picolinate 30mg with Organic Coconut Oil | Highly Absorbable Zinc Supplement for Healthy Immune & Enzyme Function - Non-GMO Tested & Gluten-Free (90 Liquid Softgels)\", \"asin\": \"\", \"price\": \"$14.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Suports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 120 Count\", \"asin\": \"\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Collagen Peptides for Women & Men, Unflavored, 16 oz., Hydrolyzed Type 1 & 3 Collagen Powder Protein Supplement for Healthy Skin, Nails, Bones & Joints\", \"asin\": \"\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules\", \"asin\": \"\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vegan D3 5000iu with Vitamin K2 100mg - Formulated with Coconut MCT Oil - Vegan Certified, Soy & Gluten Free - 60 Softgels\", \"asin\": \"\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Beet Root Capsules - 1200mg Per Serving - 200 Beet Root Powder Capsules - Beetroot Powder Supports Blood Pressure, Athletic Performance, Digestive, Immune System (Pure, Non-GMO & Gluten Free\", \"asin\": \"\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Life Extension Two-Per-Day Multivitamin, Vitamins B, C, D, zinc, Packed with Over 25 Vitamins, Minerals & extracts, Two-Month Supply, Non-GMO, Gluten-Free, 120 Capsules\", \"asin\": \"B01IROPPR8\", \"price\": \"$19.13\", \"quantity\": \"\"},\n{\"title\": \"Garden of Life Organics Whole Food Multivitamin for Men, 120 Tablets, Vegan Mens Vitamins and Minerals for Mens Health and Well-Being, Certified Organic Vegan Mens Multi\", \"asin\": \"B00K5NEKVC\", \"price\": \"$59.94\", \"quantity\": \"\"},\n{\"title\": \"Clean Nutra Selenium 300mcg Iodine 500mcg Thyroid Support for Women & Men | L Tyrosine 500mg Ashwagandha Supplement Bladderwrack, Turmeric, Kelp, Schisandra Zinc Pills Capsule Supplements\", \"asin\": \"B0BT6C8NGW\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Clean Nutraceuticals Lions Mane 20in1 Mushroom Supplement with Turkey Tail Reishi Cordyceps Chaga Maitake Meshima Poria Cocos Shiitake Oyster Porcini Enoki - Pack\", \"asin\": \"B0BG6TGKZS\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Vital Proteins Collagen Peptides Powder Advanced with Hyaluronic Acid & Vitamin C, Collagen Supplements, Unflavored, 13 Servings\", \"asin\": \"B00NLR1PX0\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Innate Vitality Magnesium Glycinate 500mg | 70mg Elemental Magnesium Supplement- High Absorption, Non Buffered, Non-GMO & No Gluten - Nerve, Muscle, Bone & Heart Health - 240 Caps, 8 Month Supply\", \"asin\": \"B0DKRYHLGZ\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Citrus Bergamot Supplement - Only Patented, Clinically Proven Bergamot Extract - 1,000mg Servings (Sourced from Italy) (60 Capsules) by Double Wood\", \"asin\": \"B07GCRHYM9\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Primal Harvest Primal Multivitamin - Daily Multi-Vitamin Supplement with 21 Essential Vitamins & Minerals for Women & Men - Vitamin A, C, D, E, B12, B6, Biotin, Folic Acid, Zinc, Copper & Selenium\", \"asin\": \"B097S1GQ5B\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"(150 Capsules), 2,253mg Per Serving, Providing 420mg Elemental Magnesium, L-Threonate, Bisglycinate Chelate, Malate, from Kappa Nutrition.\", \"asin\": \"B0CM2NMVJG\", \"price\": \"$29.99\", \"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\": \"2025-05-01T14:29:00.177Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:51.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:56.273Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|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": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39", "quantity": "3"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$25.16", "quantity": "3"}],
"promotion_items": [{"title": "Sports Research\u00ae Ashwagandha Softgels with Coconut MCT Oil - Natural Ayurvedic Adaptogen Made with Shoden\u00ae Ashwa for Relaxation, Calm & Sleep Support - Gluten Free & Vegan Friendly - 120 Count", "asin": "", "price": "$32.95", "quantity": ""},
{"title": "Kion Aminos Essential Amino Acids Capsules | The Building Blocks for Muscle Recovery, Reduced Cravings, Better Cognition, Immunity, and More | 30 Servings", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Methyl Multi Without Iron Methylated Multivitamin for Men & Women, 120-Day Supply | Methyl B12 & Methylfolate (5-MTHF) for MTHFR Support | Pharma Grade Multivitamin & Multimineral For Health, 240 Caps", "asin": "", "price": "$52.97", "quantity": ""},
{"title": "Sports Research High Potency Zinc Picolinate 30mg with Organic Coconut Oil | Highly Absorbable Zinc Supplement for Healthy Immune & Enzyme Function - Non-GMO Tested & Gluten-Free (90 Liquid Softgels)", "asin": "", "price": "$14.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Suports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 120 Count", "asin": "", "price": "", "quantity": ""},
{"title": "Sports Research Collagen Peptides for Women & Men, Unflavored, 16 oz., Hydrolyzed Type 1 & 3 Collagen Powder Protein Supplement for Healthy Skin, Nails, Bones & Joints", "asin": "", "price": "", "quantity": ""},
{"title": "Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules", "asin": "", "price": "", "quantity": ""},
{"title": "Sports Research\u00ae Vegan D3 5000iu with Vitamin K2 100mg - Formulated with Coconut MCT Oil - Vegan Certified, Soy & Gluten Free - 60 Softgels", "asin": "", "price": "", "quantity": ""},
{"title": "Beet Root Capsules - 1200mg Per Serving - 200 Beet Root Powder Capsules - Beetroot Powder Supports Blood Pressure, Athletic Performance, Digestive, Immune System (Pure, Non-GMO & Gluten Free", "asin": "", "price": "", "quantity": ""},
{"title": "Kion Aminos Essential Amino Acids Capsules | The Building Blocks for Muscle Recovery, Reduced Cravings, Better Cognition, Immunity, and More | 30 Servings", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Suports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 120 Count", "asin": "", "price": "$24.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan D3 5000iu with Vitamin K2 100mg - Formulated with Coconut MCT Oil - Vegan Certified, Soy & Gluten Free - 60 Softgels", "asin": "", "price": "$23.95", "quantity": ""},
{"title": "Sports Research\u00ae Ashwagandha Softgels with Coconut MCT Oil - Natural Ayurvedic Adaptogen Made with Shoden\u00ae Ashwa for Relaxation, Calm & Sleep Support - Gluten Free & Vegan Friendly - 120 Count", "asin": "", "price": "$32.95", "quantity": ""},
{"title": "Methyl Multi Without Iron Methylated Multivitamin for Men & Women, 120-Day Supply | Methyl B12 & Methylfolate (5-MTHF) for MTHFR Support | Pharma Grade Multivitamin & Multimineral For Health, 240 Caps", "asin": "", "price": "$52.97", "quantity": ""},
{"title": "Sports Research Collagen Peptides for Women & Men, Unflavored, 16 oz., Hydrolyzed Type 1 & 3 Collagen Powder Protein Supplement for Healthy Skin, Nails, Bones & Joints", "asin": "", "price": "$32.95", "quantity": ""},
{"title": "Sports Research\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \u00b7 Non-GMO \u00b7 Gluten Free", "asin": "", "price": "", "quantity": ""},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)", "asin": "", "price": "", "quantity": ""},
{"title": "Vital Vitamins Multi Collagen for Women & Men - Type I, II, III, V, X - Grass Fed, Non-GMO - 150 Capsules", "asin": "", "price": "", "quantity": ""},
{"title": "Sports Research\u00ae Ashwagandha Softgels with Coconut MCT Oil - Natural Ayurvedic Adaptogen Made with Shoden\u00ae Ashwa for Relaxation, Calm & Sleep Support - Gluten Free & Vegan Friendly - 120 Count", "asin": "", "price": "$32.95", "quantity": ""},
{"title": "Kion Aminos Essential Amino Acids Capsules | The Building Blocks for Muscle Recovery, Reduced Cravings, Better Cognition, Immunity, and More | 30 Servings", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Methyl Multi Without Iron Methylated Multivitamin for Men & Women, 120-Day Supply | Methyl B12 & Methylfolate (5-MTHF) for MTHFR Support | Pharma Grade Multivitamin & Multimineral For Health, 240 Caps", "asin": "", "price": "$52.97", "quantity": ""},
{"title": "Sports Research High Potency Zinc Picolinate 30mg with Organic Coconut Oil | Highly Absorbable Zinc Supplement for Healthy Immune & Enzyme Function - Non-GMO Tested & Gluten-Free (90 Liquid Softgels)", "asin": "", "price": "$14.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Suports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 120 Count", "asin": "", "price": "$24.95", "quantity": ""},
{"title": "Sports Research Collagen Peptides for Women & Men, Unflavored, 16 oz., Hydrolyzed Type 1 & 3 Collagen Powder Protein Supplement for Healthy Skin, Nails, Bones & Joints", "asin": "", "price": "$32.95", "quantity": ""},
{"title": "Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules", "asin": "", "price": "$24.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan D3 5000iu with Vitamin K2 100mg - Formulated with Coconut MCT Oil - Vegan Certified, Soy & Gluten Free - 60 Softgels", "asin": "", "price": "$23.95", "quantity": ""},
{"title": "Beet Root Capsules - 1200mg Per Serving - 200 Beet Root Powder Capsules - Beetroot Powder Supports Blood Pressure, Athletic Performance, Digestive, Immune System (Pure, Non-GMO & Gluten Free", "asin": "", "price": "$19.95", "quantity": ""},
{"title": "Life Extension Two-Per-Day Multivitamin, Vitamins B, C, D, zinc, Packed with Over 25 Vitamins, Minerals & extracts, Two-Month Supply, Non-GMO, Gluten-Free, 120 Capsules", "asin": "B01IROPPR8", "price": "$19.13", "quantity": ""},
{"title": "Garden of Life Organics Whole Food Multivitamin for Men, 120 Tablets, Vegan Mens Vitamins and Minerals for Mens Health and Well-Being, Certified Organic Vegan Mens Multi", "asin": "B00K5NEKVC", "price": "$59.94", "quantity": ""},
{"title": "Clean Nutra Selenium 300mcg Iodine 500mcg Thyroid Support for Women & Men | L Tyrosine 500mg Ashwagandha Supplement Bladderwrack, Turmeric, Kelp, Schisandra Zinc Pills Capsule Supplements", "asin": "B0BT6C8NGW", "price": "$29.95", "quantity": ""},
{"title": "Clean Nutraceuticals Lions Mane 20in1 Mushroom Supplement with Turkey Tail Reishi Cordyceps Chaga Maitake Meshima Poria Cocos Shiitake Oyster Porcini Enoki - Pack", "asin": "B0BG6TGKZS", "price": "$29.95", "quantity": ""},
{"title": "Vital Proteins Collagen Peptides Powder Advanced with Hyaluronic Acid & Vitamin C, Collagen Supplements, Unflavored, 13 Servings", "asin": "B00NLR1PX0", "price": "$25.99", "quantity": ""},
{"title": "Innate Vitality Magnesium Glycinate 500mg | 70mg Elemental Magnesium Supplement- High Absorption, Non Buffered, Non-GMO & No Gluten - Nerve, Muscle, Bone & Heart Health - 240 Caps, 8 Month Supply", "asin": "B0DKRYHLGZ", "price": "$19.98", "quantity": ""},
{"title": "Citrus Bergamot Supplement - Only Patented, Clinically Proven Bergamot Extract - 1,000mg Servings (Sourced from Italy) (60 Capsules) by Double Wood", "asin": "B07GCRHYM9", "price": "$24.95", "quantity": ""},
{"title": "Primal Harvest Primal Multivitamin - Daily Multi-Vitamin Supplement with 21 Essential Vitamins & Minerals for Women & Men - Vitamin A, C, D, E, B12, B6, Biotin, Folic Acid, Zinc, Copper & Selenium", "asin": "B097S1GQ5B", "price": "$29.95", "quantity": ""},
{"title": "(150 Capsules), 2,253mg Per Serving, Providing 420mg Elemental Magnesium, L-Threonate, Bisglycinate Chelate, Malate, from Kappa Nutrition.", "asin": "B0CM2NMVJG", "price": "$29.99", "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": "2025-05-01T14:29:00.177Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:29:00.177Z
|
click
|
nav_bar
|
rule
|
2025-05-01T14:29:00.177Z
|
click
|
nav_bar
|
train
| 476 |
2025-05-01T14:29:00.177Z
|
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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:51.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:56.273Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|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": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$26.39", "quantity": "3"},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "price": "$25.16", "quantity": "3"}],
"promotion_items": [{"title": "Sports Research\u00ae Ashwagandha Softgels with Coconut MCT Oil - Natural Ayurvedic Adaptogen Made with Shoden\u00ae Ashwa for Relaxation, Calm & Sleep Support - Gluten Free & Vegan Friendly - 120 Count", "asin": "", "price": "$32.95", "quantity": ""},
{"title": "Kion Aminos Essential Amino Acids Capsules | The Building Blocks for Muscle Recovery, Reduced Cravings, Better Cognition, Immunity, and More | 30 Servings", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Methyl Multi Without Iron Methylated Multivitamin for Men & Women, 120-Day Supply | Methyl B12 & Methylfolate (5-MTHF) for MTHFR Support | Pharma Grade Multivitamin & Multimineral For Health, 240 Caps", "asin": "", "price": "$52.97", "quantity": ""},
{"title": "Sports Research High Potency Zinc Picolinate 30mg with Organic Coconut Oil | Highly Absorbable Zinc Supplement for Healthy Immune & Enzyme Function - Non-GMO Tested & Gluten-Free (90 Liquid Softgels)", "asin": "", "price": "$14.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Suports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 120 Count", "asin": "", "price": "", "quantity": ""},
{"title": "Sports Research Collagen Peptides for Women & Men, Unflavored, 16 oz., Hydrolyzed Type 1 & 3 Collagen Powder Protein Supplement for Healthy Skin, Nails, Bones & Joints", "asin": "", "price": "", "quantity": ""},
{"title": "Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules", "asin": "", "price": "", "quantity": ""},
{"title": "Sports Research\u00ae Vegan D3 5000iu with Vitamin K2 100mg - Formulated with Coconut MCT Oil - Vegan Certified, Soy & Gluten Free - 60 Softgels", "asin": "", "price": "", "quantity": ""},
{"title": "Beet Root Capsules - 1200mg Per Serving - 200 Beet Root Powder Capsules - Beetroot Powder Supports Blood Pressure, Athletic Performance, Digestive, Immune System (Pure, Non-GMO & Gluten Free", "asin": "", "price": "", "quantity": ""},
{"title": "Kion Aminos Essential Amino Acids Capsules | The Building Blocks for Muscle Recovery, Reduced Cravings, Better Cognition, Immunity, and More | 30 Servings", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Suports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 120 Count", "asin": "", "price": "$24.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan D3 5000iu with Vitamin K2 100mg - Formulated with Coconut MCT Oil - Vegan Certified, Soy & Gluten Free - 60 Softgels", "asin": "", "price": "$23.95", "quantity": ""},
{"title": "Sports Research\u00ae Ashwagandha Softgels with Coconut MCT Oil - Natural Ayurvedic Adaptogen Made with Shoden\u00ae Ashwa for Relaxation, Calm & Sleep Support - Gluten Free & Vegan Friendly - 120 Count", "asin": "", "price": "$32.95", "quantity": ""},
{"title": "Methyl Multi Without Iron Methylated Multivitamin for Men & Women, 120-Day Supply | Methyl B12 & Methylfolate (5-MTHF) for MTHFR Support | Pharma Grade Multivitamin & Multimineral For Health, 240 Caps", "asin": "", "price": "$52.97", "quantity": ""},
{"title": "Sports Research Collagen Peptides for Women & Men, Unflavored, 16 oz., Hydrolyzed Type 1 & 3 Collagen Powder Protein Supplement for Healthy Skin, Nails, Bones & Joints", "asin": "", "price": "$32.95", "quantity": ""},
{"title": "Sports Research\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \u00b7 Non-GMO \u00b7 Gluten Free", "asin": "", "price": "", "quantity": ""},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)", "asin": "", "price": "", "quantity": ""},
{"title": "Vital Vitamins Multi Collagen for Women & Men - Type I, II, III, V, X - Grass Fed, Non-GMO - 150 Capsules", "asin": "", "price": "", "quantity": ""},
{"title": "Sports Research\u00ae Ashwagandha Softgels with Coconut MCT Oil - Natural Ayurvedic Adaptogen Made with Shoden\u00ae Ashwa for Relaxation, Calm & Sleep Support - Gluten Free & Vegan Friendly - 120 Count", "asin": "", "price": "$32.95", "quantity": ""},
{"title": "Kion Aminos Essential Amino Acids Capsules | The Building Blocks for Muscle Recovery, Reduced Cravings, Better Cognition, Immunity, and More | 30 Servings", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Methyl Multi Without Iron Methylated Multivitamin for Men & Women, 120-Day Supply | Methyl B12 & Methylfolate (5-MTHF) for MTHFR Support | Pharma Grade Multivitamin & Multimineral For Health, 240 Caps", "asin": "", "price": "$52.97", "quantity": ""},
{"title": "Sports Research High Potency Zinc Picolinate 30mg with Organic Coconut Oil | Highly Absorbable Zinc Supplement for Healthy Immune & Enzyme Function - Non-GMO Tested & Gluten-Free (90 Liquid Softgels)", "asin": "", "price": "$14.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Suports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Liquid Softgel - 120 Count", "asin": "", "price": "$24.95", "quantity": ""},
{"title": "Sports Research Collagen Peptides for Women & Men, Unflavored, 16 oz., Hydrolyzed Type 1 & 3 Collagen Powder Protein Supplement for Healthy Skin, Nails, Bones & Joints", "asin": "", "price": "$32.95", "quantity": ""},
{"title": "Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules", "asin": "", "price": "$24.95", "quantity": ""},
{"title": "Sports Research\u00ae Vegan D3 5000iu with Vitamin K2 100mg - Formulated with Coconut MCT Oil - Vegan Certified, Soy & Gluten Free - 60 Softgels", "asin": "", "price": "$23.95", "quantity": ""},
{"title": "Beet Root Capsules - 1200mg Per Serving - 200 Beet Root Powder Capsules - Beetroot Powder Supports Blood Pressure, Athletic Performance, Digestive, Immune System (Pure, Non-GMO & Gluten Free", "asin": "", "price": "$19.95", "quantity": ""},
{"title": "Life Extension Two-Per-Day Multivitamin, Vitamins B, C, D, zinc, Packed with Over 25 Vitamins, Minerals & extracts, Two-Month Supply, Non-GMO, Gluten-Free, 120 Capsules", "asin": "B01IROPPR8", "price": "$19.13", "quantity": ""},
{"title": "Garden of Life Organics Whole Food Multivitamin for Men, 120 Tablets, Vegan Mens Vitamins and Minerals for Mens Health and Well-Being, Certified Organic Vegan Mens Multi", "asin": "B00K5NEKVC", "price": "$59.94", "quantity": ""},
{"title": "Clean Nutra Selenium 300mcg Iodine 500mcg Thyroid Support for Women & Men | L Tyrosine 500mg Ashwagandha Supplement Bladderwrack, Turmeric, Kelp, Schisandra Zinc Pills Capsule Supplements", "asin": "B0BT6C8NGW", "price": "$29.95", "quantity": ""},
{"title": "Clean Nutraceuticals Lions Mane 20in1 Mushroom Supplement with Turkey Tail Reishi Cordyceps Chaga Maitake Meshima Poria Cocos Shiitake Oyster Porcini Enoki - Pack", "asin": "B0BG6TGKZS", "price": "$29.95", "quantity": ""},
{"title": "Vital Proteins Collagen Peptides Powder Advanced with Hyaluronic Acid & Vitamin C, Collagen Supplements, Unflavored, 13 Servings", "asin": "B00NLR1PX0", "price": "$25.99", "quantity": ""},
{"title": "Innate Vitality Magnesium Glycinate 500mg | 70mg Elemental Magnesium Supplement- High Absorption, Non Buffered, Non-GMO & No Gluten - Nerve, Muscle, Bone & Heart Health - 240 Caps, 8 Month Supply", "asin": "B0DKRYHLGZ", "price": "$19.98", "quantity": ""},
{"title": "Citrus Bergamot Supplement - Only Patented, Clinically Proven Bergamot Extract - 1,000mg Servings (Sourced from Italy) (60 Capsules) by Double Wood", "asin": "B07GCRHYM9", "price": "$24.95", "quantity": ""},
{"title": "Primal Harvest Primal Multivitamin - Daily Multi-Vitamin Supplement with 21 Essential Vitamins & Minerals for Women & Men - Vitamin A, C, D, E, B12, B6, Biotin, Folic Acid, Zinc, Copper & Selenium", "asin": "B097S1GQ5B", "price": "$29.95", "quantity": ""},
{"title": "(150 Capsules), 2,253mg Per Serving, Providing 420mg Elemental Magnesium, L-Threonate, Bisglycinate Chelate, Malate, from Kappa Nutrition.", "asin": "B0CM2NMVJG", "price": "$29.99", "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": "2025-05-01T14:29:00.177Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n{\"timestamp\": \"2025-05-01T14:27:34.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T14:27:40.805Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:42.122Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:49.191Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\n{\"timestamp\": \"2025-05-01T14:28:32.972Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:28:50.289Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:28:51.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:28:56.273Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:29:00.177Z\", \"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\": \"Sports Research\\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \\u00b7 Gluten Free \\u00b7 Non-GMO - 60 Softgels\", \"asin\": \"B0CVP43YJ4\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Vegan Capsule - 90 Count\", \"asin\": \"B0D3VPJTMJ\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \\u00b7 Non-GMO \\u00b7 Gluten Free\", \"asin\": \"B00A39MPNI\", \"price\": \"$31.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research CoQ10 (100mg) Enhanced w/Coconut Oil & Bioperine (Black Pepper) for Better Absorption | Vegan Certified, Non-GMO Verified (120 Veggie Softgels)\", \"asin\": \"B07LC4VQTH\", \"price\": \"$27.95\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Magnesium Glycinate 400mg Capsules with Quercetin | Quality Sleep, Relaxation, Muscle, Bone Health & Immune Support | 120 Count | Easy to Swallow | for Women and Men\", \"asin\": \"B0DSPY1SW6\", \"price\": \"$18.98\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Daily Probiotics with Prebiotics, 60 Billion CFU - Vegan Capsules for Gut Health & Digestive Support, Probiotics for Women & Men - Non-GMO Verified & Gluten Free - 30 Count\", \"asin\": \"B08DZ9TL85\", \"price\": \"$19.96\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules\", \"asin\": \"B07Y41M5H8\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"NatureWise Curcumin Turmeric 2250mg - 95% Curcuminoids & BioPerine Black Pepper Extract for Advanced Absorption - Daily Joint and Immune Health Support - Vegan, Non-GMO, 180 Count[60-Day Supply]\", \"asin\": \"B01BMDAVIY\", \"price\": \"$21.49\", \"quantity\": \"\"},\n{\"title\": \"THORNE Basic Nutrients 2/Day - Comprehensive Daily Multivitamin with Optimal Bioavailability - Vitamin & Mineral Formula - Gluten, Dairy & Soy-Free - 60 Capsules - 30 Servings\", \"asin\": \"B00FOTMGTU\", \"price\": \"$34.00\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Creatine Monohydrate - Gain Lean Muscle, Improve Performance and Strength and Support Workout Recovery - 5 g Micronized Creatine - 1.1LBS\", \"asin\": \"B0CCJZVJYG\", \"price\": \"$27.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vitamin D3 + K2 with Coconut MCT Oil | Vegan D3 5000 IU with K2 100 mcg for Bone & Immune Health | Vegan Certified, Soy & Gluten Free - 120 Softgels\", \"asin\": \"B07NXW4GW7\", \"price\": \"$38.08\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin D3 5000iu (125mcg) with Coconut Oil ~ High Potency Vitamin D for Immune & Bone Support ~ Non-GMO Verified, Gluten & Soy Free (360 Mini-Liquid Softgels)\", \"asin\": \"B00JGCBGZQ\", \"price\": \"$18.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"3\", \"selected\": true, \"options\": [{\"Size\": \"120 Count (Pack of 1)\"}, {\"Style\": \"From Alaska\"}]},\n{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"3\", \"selected\": true, \"options\": [{\"Size\": \"120 Count (Pack of 1)\"}, {\"Style\": \"From Alaska\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:29:09.717Z\", // 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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:51.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:56.273Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:29:00.177Z", "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": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Vegan Capsule - 90 Count", "asin": "B0D3VPJTMJ", "price": "$17.95", "quantity": ""},
{"title": "Sports Research\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \u00b7 Non-GMO \u00b7 Gluten Free", "asin": "B00A39MPNI", "price": "$31.95", "quantity": ""},
{"title": "Sports Research CoQ10 (100mg) Enhanced w/Coconut Oil & Bioperine (Black Pepper) for Better Absorption | Vegan Certified, Non-GMO Verified (120 Veggie Softgels)", "asin": "B07LC4VQTH", "price": "$27.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Magnesium Glycinate 400mg Capsules with Quercetin | Quality Sleep, Relaxation, Muscle, Bone Health & Immune Support | 120 Count | Easy to Swallow | for Women and Men", "asin": "B0DSPY1SW6", "price": "$18.98", "quantity": ""},
{"title": "Sports Research Daily Probiotics with Prebiotics, 60 Billion CFU - Vegan Capsules for Gut Health & Digestive Support, Probiotics for Women & Men - Non-GMO Verified & Gluten Free - 30 Count", "asin": "B08DZ9TL85", "price": "$19.96", "quantity": ""},
{"title": "Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules", "asin": "B07Y41M5H8", "price": "$24.95", "quantity": ""},
{"title": "NatureWise Curcumin Turmeric 2250mg - 95% Curcuminoids & BioPerine Black Pepper Extract for Advanced Absorption - Daily Joint and Immune Health Support - Vegan, Non-GMO, 180 Count[60-Day Supply]", "asin": "B01BMDAVIY", "price": "$21.49", "quantity": ""},
{"title": "THORNE Basic Nutrients 2/Day - Comprehensive Daily Multivitamin with Optimal Bioavailability - Vitamin & Mineral Formula - Gluten, Dairy & Soy-Free - 60 Capsules - 30 Servings", "asin": "B00FOTMGTU", "price": "$34.00", "quantity": ""},
{"title": "Sports Research Creatine Monohydrate - Gain Lean Muscle, Improve Performance and Strength and Support Workout Recovery - 5 g Micronized Creatine - 1.1LBS", "asin": "B0CCJZVJYG", "price": "$27.95", "quantity": ""},
{"title": "Sports Research\u00ae Vitamin D3 + K2 with Coconut MCT Oil | Vegan D3 5000 IU with K2 100 mcg for Bone & Immune Health | Vegan Certified, Soy & Gluten Free - 120 Softgels", "asin": "B07NXW4GW7", "price": "$38.08", "quantity": ""},
{"title": "Sports Research Vitamin D3 5000iu (125mcg) with Coconut Oil ~ High Potency Vitamin D for Immune & Bone Support ~ Non-GMO Verified, Gluten & Soy Free (360 Mini-Liquid Softgels)", "asin": "B00JGCBGZQ", "price": "$18.95", "quantity": ""}],
"active_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "3", "selected": true, "options": [{"Size": "120 Count (Pack of 1)"}, {"Style": "From Alaska"}]},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "3", "selected": true, "options": [{"Size": "120 Count (Pack of 1)"}, {"Style": "From Alaska"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:29:09.717Z", // 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>
|
2025-05-01T14:29:09.717Z
|
click
|
quantity
|
rule
|
2025-05-01T14:29:09.717Z
|
click
|
quantity
|
train
| 477 |
2025-05-01T14:29:09.717Z
|
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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:51.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:56.273Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:29:00.177Z", "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": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Vegan Capsule - 90 Count", "asin": "B0D3VPJTMJ", "price": "$17.95", "quantity": ""},
{"title": "Sports Research\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \u00b7 Non-GMO \u00b7 Gluten Free", "asin": "B00A39MPNI", "price": "$31.95", "quantity": ""},
{"title": "Sports Research CoQ10 (100mg) Enhanced w/Coconut Oil & Bioperine (Black Pepper) for Better Absorption | Vegan Certified, Non-GMO Verified (120 Veggie Softgels)", "asin": "B07LC4VQTH", "price": "$27.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Magnesium Glycinate 400mg Capsules with Quercetin | Quality Sleep, Relaxation, Muscle, Bone Health & Immune Support | 120 Count | Easy to Swallow | for Women and Men", "asin": "B0DSPY1SW6", "price": "$18.98", "quantity": ""},
{"title": "Sports Research Daily Probiotics with Prebiotics, 60 Billion CFU - Vegan Capsules for Gut Health & Digestive Support, Probiotics for Women & Men - Non-GMO Verified & Gluten Free - 30 Count", "asin": "B08DZ9TL85", "price": "$19.96", "quantity": ""},
{"title": "Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules", "asin": "B07Y41M5H8", "price": "$24.95", "quantity": ""},
{"title": "NatureWise Curcumin Turmeric 2250mg - 95% Curcuminoids & BioPerine Black Pepper Extract for Advanced Absorption - Daily Joint and Immune Health Support - Vegan, Non-GMO, 180 Count[60-Day Supply]", "asin": "B01BMDAVIY", "price": "$21.49", "quantity": ""},
{"title": "THORNE Basic Nutrients 2/Day - Comprehensive Daily Multivitamin with Optimal Bioavailability - Vitamin & Mineral Formula - Gluten, Dairy & Soy-Free - 60 Capsules - 30 Servings", "asin": "B00FOTMGTU", "price": "$34.00", "quantity": ""},
{"title": "Sports Research Creatine Monohydrate - Gain Lean Muscle, Improve Performance and Strength and Support Workout Recovery - 5 g Micronized Creatine - 1.1LBS", "asin": "B0CCJZVJYG", "price": "$27.95", "quantity": ""},
{"title": "Sports Research\u00ae Vitamin D3 + K2 with Coconut MCT Oil | Vegan D3 5000 IU with K2 100 mcg for Bone & Immune Health | Vegan Certified, Soy & Gluten Free - 120 Softgels", "asin": "B07NXW4GW7", "price": "$38.08", "quantity": ""},
{"title": "Sports Research Vitamin D3 5000iu (125mcg) with Coconut Oil ~ High Potency Vitamin D for Immune & Bone Support ~ Non-GMO Verified, Gluten & Soy Free (360 Mini-Liquid Softgels)", "asin": "B00JGCBGZQ", "price": "$18.95", "quantity": ""}],
"active_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "3", "selected": true, "options": [{"Size": "120 Count (Pack of 1)"}, {"Style": "From Alaska"}]},
{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "3", "selected": true, "options": [{"Size": "120 Count (Pack of 1)"}, {"Style": "From Alaska"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:29:09.717Z", // 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\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n{\"timestamp\": \"2025-05-01T14:27:34.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T14:27:40.805Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:42.122Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:49.191Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\n{\"timestamp\": \"2025-05-01T14:28:32.972Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:28:50.289Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:28:51.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:28:56.273Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:29:00.177Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:29:09.717Z\", \"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\": \"Sports Research\\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \\u00b7 Gluten Free \\u00b7 Non-GMO - 60 Softgels\", \"asin\": \"B0CVP43YJ4\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Vegan Capsule - 90 Count\", \"asin\": \"B0D3VPJTMJ\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \\u00b7 Non-GMO \\u00b7 Gluten Free\", \"asin\": \"B00A39MPNI\", \"price\": \"$31.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research CoQ10 (100mg) Enhanced w/Coconut Oil & Bioperine (Black Pepper) for Better Absorption | Vegan Certified, Non-GMO Verified (120 Veggie Softgels)\", \"asin\": \"B07LC4VQTH\", \"price\": \"$27.95\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Magnesium Glycinate 400mg Capsules with Quercetin | Quality Sleep, Relaxation, Muscle, Bone Health & Immune Support | 120 Count | Easy to Swallow | for Women and Men\", \"asin\": \"B0DSPY1SW6\", \"price\": \"$18.98\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Daily Probiotics with Prebiotics, 60 Billion CFU - Vegan Capsules for Gut Health & Digestive Support, Probiotics for Women & Men - Non-GMO Verified & Gluten Free - 30 Count\", \"asin\": \"B08DZ9TL85\", \"price\": \"$19.96\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules\", \"asin\": \"B07Y41M5H8\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"NatureWise Curcumin Turmeric 2250mg - 95% Curcuminoids & BioPerine Black Pepper Extract for Advanced Absorption - Daily Joint and Immune Health Support - Vegan, Non-GMO, 180 Count[60-Day Supply]\", \"asin\": \"B01BMDAVIY\", \"price\": \"$21.49\", \"quantity\": \"\"},\n{\"title\": \"THORNE Basic Nutrients 2/Day - Comprehensive Daily Multivitamin with Optimal Bioavailability - Vitamin & Mineral Formula - Gluten, Dairy & Soy-Free - 60 Capsules - 30 Servings\", \"asin\": \"B00FOTMGTU\", \"price\": \"$34.00\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Creatine Monohydrate - Gain Lean Muscle, Improve Performance and Strength and Support Workout Recovery - 5 g Micronized Creatine - 1.1LBS\", \"asin\": \"B0CCJZVJYG\", \"price\": \"$27.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vitamin D3 + K2 with Coconut MCT Oil | Vegan D3 5000 IU with K2 100 mcg for Bone & Immune Health | Vegan Certified, Soy & Gluten Free - 120 Softgels\", \"asin\": \"B07NXW4GW7\", \"price\": \"$38.08\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin D3 5000iu (125mcg) with Coconut Oil ~ High Potency Vitamin D for Immune & Bone Support ~ Non-GMO Verified, Gluten & Soy Free (360 Mini-Liquid Softgels)\", \"asin\": \"B00JGCBGZQ\", \"price\": \"$18.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"3\", \"selected\": true, \"options\": [{\"Size\": \"120 Count (Pack of 1)\"}, {\"Style\": \"From Alaska\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:29:18.651Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:51.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:56.273Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:29:00.177Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:29:09.717Z", "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": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Vegan Capsule - 90 Count", "asin": "B0D3VPJTMJ", "price": "$17.95", "quantity": ""},
{"title": "Sports Research\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \u00b7 Non-GMO \u00b7 Gluten Free", "asin": "B00A39MPNI", "price": "$31.95", "quantity": ""},
{"title": "Sports Research CoQ10 (100mg) Enhanced w/Coconut Oil & Bioperine (Black Pepper) for Better Absorption | Vegan Certified, Non-GMO Verified (120 Veggie Softgels)", "asin": "B07LC4VQTH", "price": "$27.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Magnesium Glycinate 400mg Capsules with Quercetin | Quality Sleep, Relaxation, Muscle, Bone Health & Immune Support | 120 Count | Easy to Swallow | for Women and Men", "asin": "B0DSPY1SW6", "price": "$18.98", "quantity": ""},
{"title": "Sports Research Daily Probiotics with Prebiotics, 60 Billion CFU - Vegan Capsules for Gut Health & Digestive Support, Probiotics for Women & Men - Non-GMO Verified & Gluten Free - 30 Count", "asin": "B08DZ9TL85", "price": "$19.96", "quantity": ""},
{"title": "Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules", "asin": "B07Y41M5H8", "price": "$24.95", "quantity": ""},
{"title": "NatureWise Curcumin Turmeric 2250mg - 95% Curcuminoids & BioPerine Black Pepper Extract for Advanced Absorption - Daily Joint and Immune Health Support - Vegan, Non-GMO, 180 Count[60-Day Supply]", "asin": "B01BMDAVIY", "price": "$21.49", "quantity": ""},
{"title": "THORNE Basic Nutrients 2/Day - Comprehensive Daily Multivitamin with Optimal Bioavailability - Vitamin & Mineral Formula - Gluten, Dairy & Soy-Free - 60 Capsules - 30 Servings", "asin": "B00FOTMGTU", "price": "$34.00", "quantity": ""},
{"title": "Sports Research Creatine Monohydrate - Gain Lean Muscle, Improve Performance and Strength and Support Workout Recovery - 5 g Micronized Creatine - 1.1LBS", "asin": "B0CCJZVJYG", "price": "$27.95", "quantity": ""},
{"title": "Sports Research\u00ae Vitamin D3 + K2 with Coconut MCT Oil | Vegan D3 5000 IU with K2 100 mcg for Bone & Immune Health | Vegan Certified, Soy & Gluten Free - 120 Softgels", "asin": "B07NXW4GW7", "price": "$38.08", "quantity": ""},
{"title": "Sports Research Vitamin D3 5000iu (125mcg) with Coconut Oil ~ High Potency Vitamin D for Immune & Bone Support ~ Non-GMO Verified, Gluten & Soy Free (360 Mini-Liquid Softgels)", "asin": "B00JGCBGZQ", "price": "$18.95", "quantity": ""}],
"active_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "3", "selected": true, "options": [{"Size": "120 Count (Pack of 1)"}, {"Style": "From Alaska"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:29:18.651Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:29:18.651Z
|
click
|
quantity
|
rule
|
2025-05-01T14:29:18.651Z
|
click
|
quantity
|
train
| 478 |
2025-05-01T14:29:18.651Z
|
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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:51.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:56.273Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:29:00.177Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:29:09.717Z", "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": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Vegan Capsule - 90 Count", "asin": "B0D3VPJTMJ", "price": "$17.95", "quantity": ""},
{"title": "Sports Research\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \u00b7 Non-GMO \u00b7 Gluten Free", "asin": "B00A39MPNI", "price": "$31.95", "quantity": ""},
{"title": "Sports Research CoQ10 (100mg) Enhanced w/Coconut Oil & Bioperine (Black Pepper) for Better Absorption | Vegan Certified, Non-GMO Verified (120 Veggie Softgels)", "asin": "B07LC4VQTH", "price": "$27.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Magnesium Glycinate 400mg Capsules with Quercetin | Quality Sleep, Relaxation, Muscle, Bone Health & Immune Support | 120 Count | Easy to Swallow | for Women and Men", "asin": "B0DSPY1SW6", "price": "$18.98", "quantity": ""},
{"title": "Sports Research Daily Probiotics with Prebiotics, 60 Billion CFU - Vegan Capsules for Gut Health & Digestive Support, Probiotics for Women & Men - Non-GMO Verified & Gluten Free - 30 Count", "asin": "B08DZ9TL85", "price": "$19.96", "quantity": ""},
{"title": "Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules", "asin": "B07Y41M5H8", "price": "$24.95", "quantity": ""},
{"title": "NatureWise Curcumin Turmeric 2250mg - 95% Curcuminoids & BioPerine Black Pepper Extract for Advanced Absorption - Daily Joint and Immune Health Support - Vegan, Non-GMO, 180 Count[60-Day Supply]", "asin": "B01BMDAVIY", "price": "$21.49", "quantity": ""},
{"title": "THORNE Basic Nutrients 2/Day - Comprehensive Daily Multivitamin with Optimal Bioavailability - Vitamin & Mineral Formula - Gluten, Dairy & Soy-Free - 60 Capsules - 30 Servings", "asin": "B00FOTMGTU", "price": "$34.00", "quantity": ""},
{"title": "Sports Research Creatine Monohydrate - Gain Lean Muscle, Improve Performance and Strength and Support Workout Recovery - 5 g Micronized Creatine - 1.1LBS", "asin": "B0CCJZVJYG", "price": "$27.95", "quantity": ""},
{"title": "Sports Research\u00ae Vitamin D3 + K2 with Coconut MCT Oil | Vegan D3 5000 IU with K2 100 mcg for Bone & Immune Health | Vegan Certified, Soy & Gluten Free - 120 Softgels", "asin": "B07NXW4GW7", "price": "$38.08", "quantity": ""},
{"title": "Sports Research Vitamin D3 5000iu (125mcg) with Coconut Oil ~ High Potency Vitamin D for Immune & Bone Support ~ Non-GMO Verified, Gluten & Soy Free (360 Mini-Liquid Softgels)", "asin": "B00JGCBGZQ", "price": "$18.95", "quantity": ""}],
"active_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "3", "selected": true, "options": [{"Size": "120 Count (Pack of 1)"}, {"Style": "From Alaska"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:29:18.651Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T16:44:02.143Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T16:44:31.574Z\", \"action\": \"input\", \"action_argument\": \"ugly stick \"}\n{\"timestamp\": \"2025-04-07T16:44:31.665Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-07T16:44:48.810Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-09T23:56:10.752Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-04-09T23:56:10.923Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:25:59.858Z\", \"action\": \"input\", \"action_argument\": \"fish oil\"}\n{\"timestamp\": \"2025-05-01T14:26:00.144Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-01T14:26:28.305Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:26:29.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:27:08.852Z\", \"action\": \"click_product\", \"action_argument\": \"B07DX89ZHN\"}\n{\"timestamp\": \"2025-05-01T14:27:34.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T14:27:40.805Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:42.122Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:27:49.191Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\n{\"timestamp\": \"2025-05-01T14:28:32.972Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T14:28:50.289Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:28:51.406Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:28:56.273Z\", \"action\": \"purchase\", \"action_argument\": \"B0CHN9X9S2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T14:29:00.177Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T14:29:09.717Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T14:29:18.651Z\", \"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\": \"Sports Research\\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \\u00b7 Gluten Free \\u00b7 Non-GMO - 60 Softgels\", \"asin\": \"B0CVP43YJ4\", \"price\": \"$13.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Vegan Capsule - 90 Count\", \"asin\": \"B0D3VPJTMJ\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \\u00b7 Non-GMO \\u00b7 Gluten Free\", \"asin\": \"B00A39MPNI\", \"price\": \"$31.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research CoQ10 (100mg) Enhanced w/Coconut Oil & Bioperine (Black Pepper) for Better Absorption | Vegan Certified, Non-GMO Verified (120 Veggie Softgels)\", \"asin\": \"B07LC4VQTH\", \"price\": \"$27.95\", \"quantity\": \"\"},\n{\"title\": \"Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct\", \"asin\": \"B01NBTJFJB\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Magnesium Glycinate 400mg Capsules with Quercetin | Quality Sleep, Relaxation, Muscle, Bone Health & Immune Support | 120 Count | Easy to Swallow | for Women and Men\", \"asin\": \"B0DSPY1SW6\", \"price\": \"$18.98\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Daily Probiotics with Prebiotics, 60 Billion CFU - Vegan Capsules for Gut Health & Digestive Support, Probiotics for Women & Men - Non-GMO Verified & Gluten Free - 30 Count\", \"asin\": \"B08DZ9TL85\", \"price\": \"$19.96\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules\", \"asin\": \"B07Y41M5H8\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"NatureWise Curcumin Turmeric 2250mg - 95% Curcuminoids & BioPerine Black Pepper Extract for Advanced Absorption - Daily Joint and Immune Health Support - Vegan, Non-GMO, 180 Count[60-Day Supply]\", \"asin\": \"B01BMDAVIY\", \"price\": \"$21.49\", \"quantity\": \"\"},\n{\"title\": \"THORNE Basic Nutrients 2/Day - Comprehensive Daily Multivitamin with Optimal Bioavailability - Vitamin & Mineral Formula - Gluten, Dairy & Soy-Free - 60 Capsules - 30 Servings\", \"asin\": \"B00FOTMGTU\", \"price\": \"$34.00\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Creatine Monohydrate - Gain Lean Muscle, Improve Performance and Strength and Support Workout Recovery - 5 g Micronized Creatine - 1.1LBS\", \"asin\": \"B0CCJZVJYG\", \"price\": \"$27.95\", \"quantity\": \"\"},\n{\"title\": \"Sports Research\\u00ae Vitamin D3 + K2 with Coconut MCT Oil | Vegan D3 5000 IU with K2 100 mcg for Bone & Immune Health | Vegan Certified, Soy & Gluten Free - 120 Softgels\", \"asin\": \"B07NXW4GW7\", \"price\": \"$38.08\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin D3 5000iu (125mcg) with Coconut Oil ~ High Potency Vitamin D for Immune & Bone Support ~ Non-GMO Verified, Gluten & Soy Free (360 Mini-Liquid Softgels)\", \"asin\": \"B00JGCBGZQ\", \"price\": \"$18.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules\", \"asin\": \"B0CHN9X9S2\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"3\", \"selected\": true, \"options\": [{\"Size\": \"120 Count (Pack of 1)\"}, {\"Style\": \"From Alaska\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T14:29:36.757Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:51.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:56.273Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:29:00.177Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:29:09.717Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:29:18.651Z", "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": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Vegan Capsule - 90 Count", "asin": "B0D3VPJTMJ", "price": "$17.95", "quantity": ""},
{"title": "Sports Research\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \u00b7 Non-GMO \u00b7 Gluten Free", "asin": "B00A39MPNI", "price": "$31.95", "quantity": ""},
{"title": "Sports Research CoQ10 (100mg) Enhanced w/Coconut Oil & Bioperine (Black Pepper) for Better Absorption | Vegan Certified, Non-GMO Verified (120 Veggie Softgels)", "asin": "B07LC4VQTH", "price": "$27.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Magnesium Glycinate 400mg Capsules with Quercetin | Quality Sleep, Relaxation, Muscle, Bone Health & Immune Support | 120 Count | Easy to Swallow | for Women and Men", "asin": "B0DSPY1SW6", "price": "$18.98", "quantity": ""},
{"title": "Sports Research Daily Probiotics with Prebiotics, 60 Billion CFU - Vegan Capsules for Gut Health & Digestive Support, Probiotics for Women & Men - Non-GMO Verified & Gluten Free - 30 Count", "asin": "B08DZ9TL85", "price": "$19.96", "quantity": ""},
{"title": "Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules", "asin": "B07Y41M5H8", "price": "$24.95", "quantity": ""},
{"title": "NatureWise Curcumin Turmeric 2250mg - 95% Curcuminoids & BioPerine Black Pepper Extract for Advanced Absorption - Daily Joint and Immune Health Support - Vegan, Non-GMO, 180 Count[60-Day Supply]", "asin": "B01BMDAVIY", "price": "$21.49", "quantity": ""},
{"title": "THORNE Basic Nutrients 2/Day - Comprehensive Daily Multivitamin with Optimal Bioavailability - Vitamin & Mineral Formula - Gluten, Dairy & Soy-Free - 60 Capsules - 30 Servings", "asin": "B00FOTMGTU", "price": "$34.00", "quantity": ""},
{"title": "Sports Research Creatine Monohydrate - Gain Lean Muscle, Improve Performance and Strength and Support Workout Recovery - 5 g Micronized Creatine - 1.1LBS", "asin": "B0CCJZVJYG", "price": "$27.95", "quantity": ""},
{"title": "Sports Research\u00ae Vitamin D3 + K2 with Coconut MCT Oil | Vegan D3 5000 IU with K2 100 mcg for Bone & Immune Health | Vegan Certified, Soy & Gluten Free - 120 Softgels", "asin": "B07NXW4GW7", "price": "$38.08", "quantity": ""},
{"title": "Sports Research Vitamin D3 5000iu (125mcg) with Coconut Oil ~ High Potency Vitamin D for Immune & Bone Support ~ Non-GMO Verified, Gluten & Soy Free (360 Mini-Liquid Softgels)", "asin": "B00JGCBGZQ", "price": "$18.95", "quantity": ""}],
"active_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "3", "selected": true, "options": [{"Size": "120 Count (Pack of 1)"}, {"Style": "From Alaska"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:29:36.757Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-05-01T14:29:36.757Z
|
purchase
|
B0CHN9X9S2
|
rule
|
2025-05-01T14:29:36.757Z
|
purchase
|
B0CHN9X9S2
|
train
| 479 |
2025-05-01T14:29:36.757Z
|
purchase
|
B0CHN9X9S2
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T16:44:02.143Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-07T16:44:31.574Z", "action": "input", "action_argument": "ugly stick "}
{"timestamp": "2025-04-07T16:44:31.665Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-07T16:44:48.810Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-09T23:56:10.752Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-04-09T23:56:10.923Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:25:59.858Z", "action": "input", "action_argument": "fish oil"}
{"timestamp": "2025-05-01T14:26:00.144Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-05-01T14:26:28.305Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:26:29.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:27:08.852Z", "action": "click_product", "action_argument": "B07DX89ZHN"}
{"timestamp": "2025-05-01T14:27:34.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T14:27:40.805Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:42.122Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:27:49.191Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
{"timestamp": "2025-05-01T14:28:32.972Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T14:28:50.289Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:51.406Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:28:56.273Z", "action": "purchase", "action_argument": "B0CHN9X9S2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T14:29:00.177Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T14:29:09.717Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T14:29:18.651Z", "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": "Sports Research\u00ae Vegan Vitamin B Complex - All 8 Active Forms with Methyl Folate, Methyl B12, B6, Biotin w/Choline & Inositol - Cellular Energy Support* - Vegan \u00b7 Gluten Free \u00b7 Non-GMO - 60 Softgels", "asin": "B0CVP43YJ4", "price": "$13.95", "quantity": ""},
{"title": "Sports Research\u00ae Magnesium Glycinate - Supports Restful Sleep & Enzymatic Processes - 160 mg Chelated Magnesium - Vegan Capsule - 90 Count", "asin": "B0D3VPJTMJ", "price": "$17.95", "quantity": ""},
{"title": "Sports Research\u00ae Turmeric Curcumin with Bioperine (Black Pepper) & Organic Coconut Oil - Curcumin C3 Complex\u00ae Standardized to 95% Curcuminoids - Enhanced Bioavailability \u00b7 Non-GMO \u00b7 Gluten Free", "asin": "B00A39MPNI", "price": "$31.95", "quantity": ""},
{"title": "Sports Research CoQ10 (100mg) Enhanced w/Coconut Oil & Bioperine (Black Pepper) for Better Absorption | Vegan Certified, Non-GMO Verified (120 Veggie Softgels)", "asin": "B07LC4VQTH", "price": "$27.95", "quantity": ""},
{"title": "Triple Strength Omega 3 Fish Oil 3600 mg | EPA & DHA | Over 2100mg Omega-3 Fatty Acids | 1300mg EPA + 860mg DHA | Best Essential Fatty Acids | Premium Wild Caught & Burpless Fish Oil | 120 Ct", "asin": "B01NBTJFJB", "price": "$34.95", "quantity": ""},
{"title": "Magnesium Glycinate 400mg Capsules with Quercetin | Quality Sleep, Relaxation, Muscle, Bone Health & Immune Support | 120 Count | Easy to Swallow | for Women and Men", "asin": "B0DSPY1SW6", "price": "$18.98", "quantity": ""},
{"title": "Sports Research Daily Probiotics with Prebiotics, 60 Billion CFU - Vegan Capsules for Gut Health & Digestive Support, Probiotics for Women & Men - Non-GMO Verified & Gluten Free - 30 Count", "asin": "B08DZ9TL85", "price": "$19.96", "quantity": ""},
{"title": "Sports Research Multi Collagen Pills (Type I, II, III, V, X) Hydrolyzed Collagen Peptides with Hyaluronic Acid + Vitamin C | Non-GMO Verified & Gluten Free - 90 Capsules", "asin": "B07Y41M5H8", "price": "$24.95", "quantity": ""},
{"title": "NatureWise Curcumin Turmeric 2250mg - 95% Curcuminoids & BioPerine Black Pepper Extract for Advanced Absorption - Daily Joint and Immune Health Support - Vegan, Non-GMO, 180 Count[60-Day Supply]", "asin": "B01BMDAVIY", "price": "$21.49", "quantity": ""},
{"title": "THORNE Basic Nutrients 2/Day - Comprehensive Daily Multivitamin with Optimal Bioavailability - Vitamin & Mineral Formula - Gluten, Dairy & Soy-Free - 60 Capsules - 30 Servings", "asin": "B00FOTMGTU", "price": "$34.00", "quantity": ""},
{"title": "Sports Research Creatine Monohydrate - Gain Lean Muscle, Improve Performance and Strength and Support Workout Recovery - 5 g Micronized Creatine - 1.1LBS", "asin": "B0CCJZVJYG", "price": "$27.95", "quantity": ""},
{"title": "Sports Research\u00ae Vitamin D3 + K2 with Coconut MCT Oil | Vegan D3 5000 IU with K2 100 mcg for Bone & Immune Health | Vegan Certified, Soy & Gluten Free - 120 Softgels", "asin": "B07NXW4GW7", "price": "$38.08", "quantity": ""},
{"title": "Sports Research Vitamin D3 5000iu (125mcg) with Coconut Oil ~ High Potency Vitamin D for Immune & Bone Support ~ Non-GMO Verified, Gluten & Soy Free (360 Mini-Liquid Softgels)", "asin": "B00JGCBGZQ", "price": "$18.95", "quantity": ""}],
"active_items": [{"title": "Sports Research Fish Oil Mini-Softgels - Easy to Swallow Omega-3 Fatty Acids from Wild Caught Alaska Pollock Supporting Brain & Heart Health - 625mg, 120 Capsules", "asin": "B0CHN9X9S2", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "3", "selected": true, "options": [{"Size": "120 Count (Pack of 1)"}, {"Style": "From Alaska"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T14:29:36.757Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|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\": \"gift for 5 years old\"}],\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\": \"ThinkFun Zingo Bingo Award Winning Preschool Game for Pre-Readers and Early Readers Age 4 and Up - One of the Most Popular Board Games for Boys and Girls and their Parents (97700)\", \"asin\": \"B01DY818JG\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0CD6RKZDR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts\", \"asin\": \"B0B3WTSVSV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years\", \"asin\": \"B0C9ZW8RB4\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking\", \"asin\": \"B07NRMWHXX\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$32.99\", \"delivery\": \"FREE delivery Apr 8 - 18 for Prime members\"},\n{\"title\": \"Educational Insights GeoSafari Jr. Talking Microscope Featuring Bindi Irwin: Microscope for Kids, STEM & Science Toy, Interactive Learning, Ages 3+\", \"asin\": \"B072QH418H\", \"price\": \"$34.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts\", \"asin\": \"B07TVF82RL\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+\", \"asin\": \"B08LPRSMXC\", \"price\": \"$15.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids\", \"asin\": \"B083Z3JMGP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"NATIONAL GEOGRAPHIC Air Rocket Toy \\u2013 Ultimate LED Rocket Launcher for Kids, Jump and Launch The Light Up, Air Powered, Foam Tipped Rockets up to 100 Feet\", \"asin\": \"B07PM8J9GJ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present\", \"asin\": \"B0BLBYVCC8\", \"price\": \"$24.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Hamourd Robot Toys for Boys Girls, Rechargeable Remote Control Emo Robots with Auto-Demonstration, Flexible Head & Arms, Dance Moves, Music, Shining LED Eyes for 5+ Years Old Kids\", \"asin\": \"B0B9R3JZ8C\", \"price\": \"$20.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+\", \"asin\": \"B01N6B8SX0\", \"price\": \"$14.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Dan&Darci Paint Spin Art Machine Kit for Kids - Easter Arts & Crafts for Boys & Girls Ages - Art Craft Set Gifts for 6-9 Year Old Boy, Girl- Cool Painting Spinner Toys Kits Sets - Birthday Gift Ideas\", \"asin\": \"B0CJYKM4FT\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands\", \"asin\": \"B0CQR52CHS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"The Original The Floor is Lava! Game by Endless Games - Interactive Game For Kids And Adults - Promotes Physical Activity - Indoor And Outdoor Safe\", \"asin\": \"B07DGYX438\", \"price\": \"$16.97\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Learning Games for Kids Ages 3-8, Matching Letter Game for Kids Toys Ages 3-8 Educational Toys for 3-8 Year Olds Boys Girls Birthday Party Easter Basket Stuffer Gifts for 3-8 Year Olds Boys Girls Blue\", \"asin\": \"B08GX7BYSP\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Fuwidvia 3 Pack Airplane Launcher Toys, 13.2'' LED Foam Glider Catapult Plane Toy for Boys, 2 Flight Modes Outdoor Flying Toys Birthday Gifts for Boys Girls 4 5 6 7 8 9 10 11 12 Year Old\", \"asin\": \"B09TDP1HCV\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Learning Resources STEM Explorers Brainometry, STEM Toys for Kids, Brain Teaser Toys and Games, Easter Gifts, Ages 5+,34 Pieces\", \"asin\": \"B097F49QYH\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Made by Me Create Your Own Window Art\", \"asin\": \"B00HUBBDIK\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple\", \"asin\": \"B0BWDWNH5G\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A\", \"asin\": \"B0CNRT9YBL\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified\", \"asin\": \"B0007L6M9A\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids\", \"asin\": \"B09DY1VZJS\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Dan&Darci Kids Rock Painting Kit - Glow in The Dark - Arts & Crafts Easter Gifts for Boys and Girls Ages 6-12 - Craft Activities Kits - Creative Art Toys for 6, 7, 8, 9, 10, 11 & 12 Year Old Kid\", \"asin\": \"B0BRNY9HZB\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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 25\"},\n{\"title\": \"Transform Remote Control Car Toy for Kids 4 5 6 7 8, Remote Control Car for Boys 4-7, Transform Cars for Boys 4-6, Toy Car 5 Year Old Boy, Toys for 3 4 5 6 7 8 9 10 11 12 Years Old Boy\", \"asin\": \"B0C3M7N76R\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Camera Instant Print,1080P Kids Instant Cameras That Print Photos,Christmas Birthday Gifts for Girls Age 3-12,Portable Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Pink\", \"asin\": \"B0C6DXY5KC\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Fun Forts Glow Fort Building Kit for Kids - 81 Pack Glow in The Dark STEM Building Toys Indoor Outdoor Play Tent for Kids Construction Toys with 53 Rods and 28 Spheres\", \"asin\": \"B08D1SFXRH\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"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\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Design-Your-Own Bracelets With 100+ Sparkle Gem and Glitter Stickers\", \"asin\": \"B009WLPEJA\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Ayeboovi Toss and Catch Ball Game Outdoor Toys for Kids Games Beach Pool Toys Outdoor Yard Games for 3 4 5 6 7 8+ Year Old Boys Girls Birthday Valentine's Day Gift Easter Basket Stuffers (Upgraded)\", \"asin\": \"B07FNQFLJ5\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Awesome Jokes That Every 5 Year Old Should Know!: Bucketloads of rib ticklers, tongue twisters and side splitters\", \"asin\": \"1999914716\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"10 in 1 STEM Toys for 4 5 6 7 8+ Year Old Boy Girl Birthday Gifts Building Toys for Kids Ages 4-8 5-7 6-8 Educational Stem Activities for Boys 4-6 8-10 Construction Creative Games Easter Idea Gift\", \"asin\": \"B0B8D4JZN4\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)\", \"asin\": \"B083BCTLP5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"LEGO City Fire Rescue Boat 60373, Toy Floats on Water, with Jetpack, Dinghy and 3 Minifigures, Everyday Hero Toys for Kids, Boys and Girls Ages 5+\", \"asin\": \"B0BBWK83F2\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls\", \"asin\": \"B09Z2JCTVH\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More\", \"asin\": \"B09JBNHVFZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)\", \"asin\": \"B00CA0PCH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"A Collection of Stories for 5 Year Olds\", \"asin\": \"1680528572\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents\", \"asin\": \"B0CYC384K4\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Educational Insights GeoSafari Jr. Kidnoculars - Binoculars for Kids Ages 3+, STEM and Outdoor Toys for Toddlers, Gifts for Toddlers, Educational Toys for Kids\", \"asin\": \"B00B1Z6EPS\", \"price\": \"$9.69\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Don\\u2019t Rock the Boat Board Game - Kids Games, Family Games for Kids and Adults, Board Games for Family Night, Multi-Player Board Games, Builds Hand & Eye Coordination, Balancing Toy, Ages 5+\", \"asin\": \"B0799734SJ\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12\", \"asin\": \"B0C78H1HTG\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)\", \"asin\": \"B0D4V97BSV\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:16:32.815Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|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": "gift for 5 years old"}],
"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": "ThinkFun Zingo Bingo Award Winning Preschool Game for Pre-Readers and Early Readers Age 4 and Up - One of the Most Popular Board Games for Boys and Girls and their Parents (97700)", "asin": "B01DY818JG", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$32.99", "delivery": "FREE delivery Apr 8 - 18 for Prime members"},
{"title": "Educational Insights GeoSafari Jr. Talking Microscope Featuring Bindi Irwin: Microscope for Kids, STEM & Science Toy, Interactive Learning, Ages 3+", "asin": "B072QH418H", "price": "$34.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "NATIONAL GEOGRAPHIC Air Rocket Toy \u2013 Ultimate LED Rocket Launcher for Kids, Jump and Launch The Light Up, Air Powered, Foam Tipped Rockets up to 100 Feet", "asin": "B07PM8J9GJ", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hamourd Robot Toys for Boys Girls, Rechargeable Remote Control Emo Robots with Auto-Demonstration, Flexible Head & Arms, Dance Moves, Music, Shining LED Eyes for 5+ Years Old Kids", "asin": "B0B9R3JZ8C", "price": "$20.59", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Paint Spin Art Machine Kit for Kids - Easter Arts & Crafts for Boys & Girls Ages - Art Craft Set Gifts for 6-9 Year Old Boy, Girl- Cool Painting Spinner Toys Kits Sets - Birthday Gift Ideas", "asin": "B0CJYKM4FT", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "The Original The Floor is Lava! Game by Endless Games - Interactive Game For Kids And Adults - Promotes Physical Activity - Indoor And Outdoor Safe", "asin": "B07DGYX438", "price": "$16.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Learning Games for Kids Ages 3-8, Matching Letter Game for Kids Toys Ages 3-8 Educational Toys for 3-8 Year Olds Boys Girls Birthday Party Easter Basket Stuffer Gifts for 3-8 Year Olds Boys Girls Blue", "asin": "B08GX7BYSP", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Fuwidvia 3 Pack Airplane Launcher Toys, 13.2'' LED Foam Glider Catapult Plane Toy for Boys, 2 Flight Modes Outdoor Flying Toys Birthday Gifts for Boys Girls 4 5 6 7 8 9 10 11 12 Year Old", "asin": "B09TDP1HCV", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Learning Resources STEM Explorers Brainometry, STEM Toys for Kids, Brain Teaser Toys and Games, Easter Gifts, Ages 5+,34 Pieces", "asin": "B097F49QYH", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Kids Rock Painting Kit - Glow in The Dark - Arts & Crafts Easter Gifts for Boys and Girls Ages 6-12 - Craft Activities Kits - Creative Art Toys for 6, 7, 8, 9, 10, 11 & 12 Year Old Kid", "asin": "B0BRNY9HZB", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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 25"},
{"title": "Transform Remote Control Car Toy for Kids 4 5 6 7 8, Remote Control Car for Boys 4-7, Transform Cars for Boys 4-6, Toy Car 5 Year Old Boy, Toys for 3 4 5 6 7 8 9 10 11 12 Years Old Boy", "asin": "B0C3M7N76R", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Camera Instant Print,1080P Kids Instant Cameras That Print Photos,Christmas Birthday Gifts for Girls Age 3-12,Portable Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Pink", "asin": "B0C6DXY5KC", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Fun Forts Glow Fort Building Kit for Kids - 81 Pack Glow in The Dark STEM Building Toys Indoor Outdoor Play Tent for Kids Construction Toys with 53 Rods and 28 Spheres", "asin": "B08D1SFXRH", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Design-Your-Own Bracelets With 100+ Sparkle Gem and Glitter Stickers", "asin": "B009WLPEJA", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Ayeboovi Toss and Catch Ball Game Outdoor Toys for Kids Games Beach Pool Toys Outdoor Yard Games for 3 4 5 6 7 8+ Year Old Boys Girls Birthday Valentine's Day Gift Easter Basket Stuffers (Upgraded)", "asin": "B07FNQFLJ5", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Awesome Jokes That Every 5 Year Old Should Know!: Bucketloads of rib ticklers, tongue twisters and side splitters", "asin": "1999914716", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "10 in 1 STEM Toys for 4 5 6 7 8+ Year Old Boy Girl Birthday Gifts Building Toys for Kids Ages 4-8 5-7 6-8 Educational Stem Activities for Boys 4-6 8-10 Construction Creative Games Easter Idea Gift", "asin": "B0B8D4JZN4", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "LEGO City Fire Rescue Boat 60373, Toy Floats on Water, with Jetpack, Dinghy and 3 Minifigures, Everyday Hero Toys for Kids, Boys and Girls Ages 5+", "asin": "B0BBWK83F2", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "A Collection of Stories for 5 Year Olds", "asin": "1680528572", "price": "$6.73", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Educational Insights GeoSafari Jr. Kidnoculars - Binoculars for Kids Ages 3+, STEM and Outdoor Toys for Toddlers, Gifts for Toddlers, Educational Toys for Kids", "asin": "B00B1Z6EPS", "price": "$9.69", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Don\u2019t Rock the Boat Board Game - Kids Games, Family Games for Kids and Adults, Board Games for Family Night, Multi-Player Board Games, Builds Hand & Eye Coordination, Balancing Toy, Ages 5+", "asin": "B0799734SJ", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:16:32.815Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:16:32.815Z
|
input
|
gift for 5 years old
|
rule
|
2025-03-24T21:16:32.815Z
|
input
|
gift for 5 years old
|
train
| 480 |
2025-03-24T21:16:32.815Z
|
input
|
gift for 5 years old
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "gift for 5 years old"}],
"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": "ThinkFun Zingo Bingo Award Winning Preschool Game for Pre-Readers and Early Readers Age 4 and Up - One of the Most Popular Board Games for Boys and Girls and their Parents (97700)", "asin": "B01DY818JG", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$32.99", "delivery": "FREE delivery Apr 8 - 18 for Prime members"},
{"title": "Educational Insights GeoSafari Jr. Talking Microscope Featuring Bindi Irwin: Microscope for Kids, STEM & Science Toy, Interactive Learning, Ages 3+", "asin": "B072QH418H", "price": "$34.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "NATIONAL GEOGRAPHIC Air Rocket Toy \u2013 Ultimate LED Rocket Launcher for Kids, Jump and Launch The Light Up, Air Powered, Foam Tipped Rockets up to 100 Feet", "asin": "B07PM8J9GJ", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hamourd Robot Toys for Boys Girls, Rechargeable Remote Control Emo Robots with Auto-Demonstration, Flexible Head & Arms, Dance Moves, Music, Shining LED Eyes for 5+ Years Old Kids", "asin": "B0B9R3JZ8C", "price": "$20.59", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Paint Spin Art Machine Kit for Kids - Easter Arts & Crafts for Boys & Girls Ages - Art Craft Set Gifts for 6-9 Year Old Boy, Girl- Cool Painting Spinner Toys Kits Sets - Birthday Gift Ideas", "asin": "B0CJYKM4FT", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "The Original The Floor is Lava! Game by Endless Games - Interactive Game For Kids And Adults - Promotes Physical Activity - Indoor And Outdoor Safe", "asin": "B07DGYX438", "price": "$16.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Learning Games for Kids Ages 3-8, Matching Letter Game for Kids Toys Ages 3-8 Educational Toys for 3-8 Year Olds Boys Girls Birthday Party Easter Basket Stuffer Gifts for 3-8 Year Olds Boys Girls Blue", "asin": "B08GX7BYSP", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Fuwidvia 3 Pack Airplane Launcher Toys, 13.2'' LED Foam Glider Catapult Plane Toy for Boys, 2 Flight Modes Outdoor Flying Toys Birthday Gifts for Boys Girls 4 5 6 7 8 9 10 11 12 Year Old", "asin": "B09TDP1HCV", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Learning Resources STEM Explorers Brainometry, STEM Toys for Kids, Brain Teaser Toys and Games, Easter Gifts, Ages 5+,34 Pieces", "asin": "B097F49QYH", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Kids Rock Painting Kit - Glow in The Dark - Arts & Crafts Easter Gifts for Boys and Girls Ages 6-12 - Craft Activities Kits - Creative Art Toys for 6, 7, 8, 9, 10, 11 & 12 Year Old Kid", "asin": "B0BRNY9HZB", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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 25"},
{"title": "Transform Remote Control Car Toy for Kids 4 5 6 7 8, Remote Control Car for Boys 4-7, Transform Cars for Boys 4-6, Toy Car 5 Year Old Boy, Toys for 3 4 5 6 7 8 9 10 11 12 Years Old Boy", "asin": "B0C3M7N76R", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Camera Instant Print,1080P Kids Instant Cameras That Print Photos,Christmas Birthday Gifts for Girls Age 3-12,Portable Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Pink", "asin": "B0C6DXY5KC", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Fun Forts Glow Fort Building Kit for Kids - 81 Pack Glow in The Dark STEM Building Toys Indoor Outdoor Play Tent for Kids Construction Toys with 53 Rods and 28 Spheres", "asin": "B08D1SFXRH", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Design-Your-Own Bracelets With 100+ Sparkle Gem and Glitter Stickers", "asin": "B009WLPEJA", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Ayeboovi Toss and Catch Ball Game Outdoor Toys for Kids Games Beach Pool Toys Outdoor Yard Games for 3 4 5 6 7 8+ Year Old Boys Girls Birthday Valentine's Day Gift Easter Basket Stuffers (Upgraded)", "asin": "B07FNQFLJ5", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Awesome Jokes That Every 5 Year Old Should Know!: Bucketloads of rib ticklers, tongue twisters and side splitters", "asin": "1999914716", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "10 in 1 STEM Toys for 4 5 6 7 8+ Year Old Boy Girl Birthday Gifts Building Toys for Kids Ages 4-8 5-7 6-8 Educational Stem Activities for Boys 4-6 8-10 Construction Creative Games Easter Idea Gift", "asin": "B0B8D4JZN4", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "LEGO City Fire Rescue Boat 60373, Toy Floats on Water, with Jetpack, Dinghy and 3 Minifigures, Everyday Hero Toys for Kids, Boys and Girls Ages 5+", "asin": "B0BBWK83F2", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "A Collection of Stories for 5 Year Olds", "asin": "1680528572", "price": "$6.73", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Educational Insights GeoSafari Jr. Kidnoculars - Binoculars for Kids Ages 3+, STEM and Outdoor Toys for Toddlers, Gifts for Toddlers, Educational Toys for Kids", "asin": "B00B1Z6EPS", "price": "$9.69", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Don\u2019t Rock the Boat Board Game - Kids Games, Family Games for Kids and Adults, Board Games for Family Night, Multi-Player Board Games, Builds Hand & Eye Coordination, Balancing Toy, Ages 5+", "asin": "B0799734SJ", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:16:32.815Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9VFQ2P\", \"price\": \"$399.99\", \"quantity\": \"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\", \"price\": \"$10.00\", \"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\": \"ThinkFun Zingo Bingo Award Winning Preschool Game for Pre-Readers and Early Readers Age 4 and Up - One of the Most Popular Board Games for Boys and Girls and their Parents (97700)\", \"asin\": \"B01DY818JG\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0CD6RKZDR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts\", \"asin\": \"B0B3WTSVSV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years\", \"asin\": \"B0C9ZW8RB4\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking\", \"asin\": \"B07NRMWHXX\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$32.99\", \"delivery\": \"FREE delivery Apr 8 - 18 for Prime members\"},\n{\"title\": \"Educational Insights GeoSafari Jr. Talking Microscope Featuring Bindi Irwin: Microscope for Kids, STEM & Science Toy, Interactive Learning, Ages 3+\", \"asin\": \"B072QH418H\", \"price\": \"$34.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts\", \"asin\": \"B07TVF82RL\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+\", \"asin\": \"B08LPRSMXC\", \"price\": \"$15.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids\", \"asin\": \"B083Z3JMGP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"NATIONAL GEOGRAPHIC Air Rocket Toy \\u2013 Ultimate LED Rocket Launcher for Kids, Jump and Launch The Light Up, Air Powered, Foam Tipped Rockets up to 100 Feet\", \"asin\": \"B07PM8J9GJ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present\", \"asin\": \"B0BLBYVCC8\", \"price\": \"$24.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Hamourd Robot Toys for Boys Girls, Rechargeable Remote Control Emo Robots with Auto-Demonstration, Flexible Head & Arms, Dance Moves, Music, Shining LED Eyes for 5+ Years Old Kids\", \"asin\": \"B0B9R3JZ8C\", \"price\": \"$20.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+\", \"asin\": \"B01N6B8SX0\", \"price\": \"$14.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Dan&Darci Paint Spin Art Machine Kit for Kids - Easter Arts & Crafts for Boys & Girls Ages - Art Craft Set Gifts for 6-9 Year Old Boy, Girl- Cool Painting Spinner Toys Kits Sets - Birthday Gift Ideas\", \"asin\": \"B0CJYKM4FT\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands\", \"asin\": \"B0CQR52CHS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"The Original The Floor is Lava! Game by Endless Games - Interactive Game For Kids And Adults - Promotes Physical Activity - Indoor And Outdoor Safe\", \"asin\": \"B07DGYX438\", \"price\": \"$16.97\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Learning Games for Kids Ages 3-8, Matching Letter Game for Kids Toys Ages 3-8 Educational Toys for 3-8 Year Olds Boys Girls Birthday Party Easter Basket Stuffer Gifts for 3-8 Year Olds Boys Girls Blue\", \"asin\": \"B08GX7BYSP\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Fuwidvia 3 Pack Airplane Launcher Toys, 13.2'' LED Foam Glider Catapult Plane Toy for Boys, 2 Flight Modes Outdoor Flying Toys Birthday Gifts for Boys Girls 4 5 6 7 8 9 10 11 12 Year Old\", \"asin\": \"B09TDP1HCV\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Learning Resources STEM Explorers Brainometry, STEM Toys for Kids, Brain Teaser Toys and Games, Easter Gifts, Ages 5+,34 Pieces\", \"asin\": \"B097F49QYH\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Made by Me Create Your Own Window Art\", \"asin\": \"B00HUBBDIK\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple\", \"asin\": \"B0BWDWNH5G\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A\", \"asin\": \"B0CNRT9YBL\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified\", \"asin\": \"B0007L6M9A\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids\", \"asin\": \"B09DY1VZJS\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Dan&Darci Kids Rock Painting Kit - Glow in The Dark - Arts & Crafts Easter Gifts for Boys and Girls Ages 6-12 - Craft Activities Kits - Creative Art Toys for 6, 7, 8, 9, 10, 11 & 12 Year Old Kid\", \"asin\": \"B0BRNY9HZB\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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 25\"},\n{\"title\": \"Transform Remote Control Car Toy for Kids 4 5 6 7 8, Remote Control Car for Boys 4-7, Transform Cars for Boys 4-6, Toy Car 5 Year Old Boy, Toys for 3 4 5 6 7 8 9 10 11 12 Years Old Boy\", \"asin\": \"B0C3M7N76R\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Camera Instant Print,1080P Kids Instant Cameras That Print Photos,Christmas Birthday Gifts for Girls Age 3-12,Portable Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Pink\", \"asin\": \"B0C6DXY5KC\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Fun Forts Glow Fort Building Kit for Kids - 81 Pack Glow in The Dark STEM Building Toys Indoor Outdoor Play Tent for Kids Construction Toys with 53 Rods and 28 Spheres\", \"asin\": \"B08D1SFXRH\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"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\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Design-Your-Own Bracelets With 100+ Sparkle Gem and Glitter Stickers\", \"asin\": \"B009WLPEJA\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Ayeboovi Toss and Catch Ball Game Outdoor Toys for Kids Games Beach Pool Toys Outdoor Yard Games for 3 4 5 6 7 8+ Year Old Boys Girls Birthday Valentine's Day Gift Easter Basket Stuffers (Upgraded)\", \"asin\": \"B07FNQFLJ5\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Awesome Jokes That Every 5 Year Old Should Know!: Bucketloads of rib ticklers, tongue twisters and side splitters\", \"asin\": \"1999914716\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"10 in 1 STEM Toys for 4 5 6 7 8+ Year Old Boy Girl Birthday Gifts Building Toys for Kids Ages 4-8 5-7 6-8 Educational Stem Activities for Boys 4-6 8-10 Construction Creative Games Easter Idea Gift\", \"asin\": \"B0B8D4JZN4\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)\", \"asin\": \"B083BCTLP5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"LEGO City Fire Rescue Boat 60373, Toy Floats on Water, with Jetpack, Dinghy and 3 Minifigures, Everyday Hero Toys for Kids, Boys and Girls Ages 5+\", \"asin\": \"B0BBWK83F2\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls\", \"asin\": \"B09Z2JCTVH\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More\", \"asin\": \"B09JBNHVFZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)\", \"asin\": \"B00CA0PCH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"A Collection of Stories for 5 Year Olds\", \"asin\": \"1680528572\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents\", \"asin\": \"B0CYC384K4\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Educational Insights GeoSafari Jr. Kidnoculars - Binoculars for Kids Ages 3+, STEM and Outdoor Toys for Toddlers, Gifts for Toddlers, Educational Toys for Kids\", \"asin\": \"B00B1Z6EPS\", \"price\": \"$9.69\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Don\\u2019t Rock the Boat Board Game - Kids Games, Family Games for Kids and Adults, Board Games for Family Night, Multi-Player Board Games, Builds Hand & Eye Coordination, Balancing Toy, Ages 5+\", \"asin\": \"B0799734SJ\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12\", \"asin\": \"B0C78H1HTG\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)\", \"asin\": \"B0D4V97BSV\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:17:41.227Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "ThinkFun Zingo Bingo Award Winning Preschool Game for Pre-Readers and Early Readers Age 4 and Up - One of the Most Popular Board Games for Boys and Girls and their Parents (97700)", "asin": "B01DY818JG", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$32.99", "delivery": "FREE delivery Apr 8 - 18 for Prime members"},
{"title": "Educational Insights GeoSafari Jr. Talking Microscope Featuring Bindi Irwin: Microscope for Kids, STEM & Science Toy, Interactive Learning, Ages 3+", "asin": "B072QH418H", "price": "$34.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "NATIONAL GEOGRAPHIC Air Rocket Toy \u2013 Ultimate LED Rocket Launcher for Kids, Jump and Launch The Light Up, Air Powered, Foam Tipped Rockets up to 100 Feet", "asin": "B07PM8J9GJ", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hamourd Robot Toys for Boys Girls, Rechargeable Remote Control Emo Robots with Auto-Demonstration, Flexible Head & Arms, Dance Moves, Music, Shining LED Eyes for 5+ Years Old Kids", "asin": "B0B9R3JZ8C", "price": "$20.59", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Paint Spin Art Machine Kit for Kids - Easter Arts & Crafts for Boys & Girls Ages - Art Craft Set Gifts for 6-9 Year Old Boy, Girl- Cool Painting Spinner Toys Kits Sets - Birthday Gift Ideas", "asin": "B0CJYKM4FT", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "The Original The Floor is Lava! Game by Endless Games - Interactive Game For Kids And Adults - Promotes Physical Activity - Indoor And Outdoor Safe", "asin": "B07DGYX438", "price": "$16.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Learning Games for Kids Ages 3-8, Matching Letter Game for Kids Toys Ages 3-8 Educational Toys for 3-8 Year Olds Boys Girls Birthday Party Easter Basket Stuffer Gifts for 3-8 Year Olds Boys Girls Blue", "asin": "B08GX7BYSP", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Fuwidvia 3 Pack Airplane Launcher Toys, 13.2'' LED Foam Glider Catapult Plane Toy for Boys, 2 Flight Modes Outdoor Flying Toys Birthday Gifts for Boys Girls 4 5 6 7 8 9 10 11 12 Year Old", "asin": "B09TDP1HCV", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Learning Resources STEM Explorers Brainometry, STEM Toys for Kids, Brain Teaser Toys and Games, Easter Gifts, Ages 5+,34 Pieces", "asin": "B097F49QYH", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Kids Rock Painting Kit - Glow in The Dark - Arts & Crafts Easter Gifts for Boys and Girls Ages 6-12 - Craft Activities Kits - Creative Art Toys for 6, 7, 8, 9, 10, 11 & 12 Year Old Kid", "asin": "B0BRNY9HZB", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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 25"},
{"title": "Transform Remote Control Car Toy for Kids 4 5 6 7 8, Remote Control Car for Boys 4-7, Transform Cars for Boys 4-6, Toy Car 5 Year Old Boy, Toys for 3 4 5 6 7 8 9 10 11 12 Years Old Boy", "asin": "B0C3M7N76R", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Camera Instant Print,1080P Kids Instant Cameras That Print Photos,Christmas Birthday Gifts for Girls Age 3-12,Portable Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Pink", "asin": "B0C6DXY5KC", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Fun Forts Glow Fort Building Kit for Kids - 81 Pack Glow in The Dark STEM Building Toys Indoor Outdoor Play Tent for Kids Construction Toys with 53 Rods and 28 Spheres", "asin": "B08D1SFXRH", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Design-Your-Own Bracelets With 100+ Sparkle Gem and Glitter Stickers", "asin": "B009WLPEJA", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Ayeboovi Toss and Catch Ball Game Outdoor Toys for Kids Games Beach Pool Toys Outdoor Yard Games for 3 4 5 6 7 8+ Year Old Boys Girls Birthday Valentine's Day Gift Easter Basket Stuffers (Upgraded)", "asin": "B07FNQFLJ5", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Awesome Jokes That Every 5 Year Old Should Know!: Bucketloads of rib ticklers, tongue twisters and side splitters", "asin": "1999914716", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "10 in 1 STEM Toys for 4 5 6 7 8+ Year Old Boy Girl Birthday Gifts Building Toys for Kids Ages 4-8 5-7 6-8 Educational Stem Activities for Boys 4-6 8-10 Construction Creative Games Easter Idea Gift", "asin": "B0B8D4JZN4", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "LEGO City Fire Rescue Boat 60373, Toy Floats on Water, with Jetpack, Dinghy and 3 Minifigures, Everyday Hero Toys for Kids, Boys and Girls Ages 5+", "asin": "B0BBWK83F2", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "A Collection of Stories for 5 Year Olds", "asin": "1680528572", "price": "$6.73", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Educational Insights GeoSafari Jr. Kidnoculars - Binoculars for Kids Ages 3+, STEM and Outdoor Toys for Toddlers, Gifts for Toddlers, Educational Toys for Kids", "asin": "B00B1Z6EPS", "price": "$9.69", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Don\u2019t Rock the Boat Board Game - Kids Games, Family Games for Kids and Adults, Board Games for Family Night, Multi-Player Board Games, Builds Hand & Eye Coordination, Balancing Toy, Ages 5+", "asin": "B0799734SJ", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:17:41.227Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:17:41.227Z
|
click
|
search
|
rule
|
2025-03-24T21:17:41.227Z
|
click
|
search
|
train
| 481 |
2025-03-24T21:17:41.227Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "ThinkFun Zingo Bingo Award Winning Preschool Game for Pre-Readers and Early Readers Age 4 and Up - One of the Most Popular Board Games for Boys and Girls and their Parents (97700)", "asin": "B01DY818JG", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$32.99", "delivery": "FREE delivery Apr 8 - 18 for Prime members"},
{"title": "Educational Insights GeoSafari Jr. Talking Microscope Featuring Bindi Irwin: Microscope for Kids, STEM & Science Toy, Interactive Learning, Ages 3+", "asin": "B072QH418H", "price": "$34.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "NATIONAL GEOGRAPHIC Air Rocket Toy \u2013 Ultimate LED Rocket Launcher for Kids, Jump and Launch The Light Up, Air Powered, Foam Tipped Rockets up to 100 Feet", "asin": "B07PM8J9GJ", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hamourd Robot Toys for Boys Girls, Rechargeable Remote Control Emo Robots with Auto-Demonstration, Flexible Head & Arms, Dance Moves, Music, Shining LED Eyes for 5+ Years Old Kids", "asin": "B0B9R3JZ8C", "price": "$20.59", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Paint Spin Art Machine Kit for Kids - Easter Arts & Crafts for Boys & Girls Ages - Art Craft Set Gifts for 6-9 Year Old Boy, Girl- Cool Painting Spinner Toys Kits Sets - Birthday Gift Ideas", "asin": "B0CJYKM4FT", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "The Original The Floor is Lava! Game by Endless Games - Interactive Game For Kids And Adults - Promotes Physical Activity - Indoor And Outdoor Safe", "asin": "B07DGYX438", "price": "$16.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Learning Games for Kids Ages 3-8, Matching Letter Game for Kids Toys Ages 3-8 Educational Toys for 3-8 Year Olds Boys Girls Birthday Party Easter Basket Stuffer Gifts for 3-8 Year Olds Boys Girls Blue", "asin": "B08GX7BYSP", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Fuwidvia 3 Pack Airplane Launcher Toys, 13.2'' LED Foam Glider Catapult Plane Toy for Boys, 2 Flight Modes Outdoor Flying Toys Birthday Gifts for Boys Girls 4 5 6 7 8 9 10 11 12 Year Old", "asin": "B09TDP1HCV", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Learning Resources STEM Explorers Brainometry, STEM Toys for Kids, Brain Teaser Toys and Games, Easter Gifts, Ages 5+,34 Pieces", "asin": "B097F49QYH", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Kids Rock Painting Kit - Glow in The Dark - Arts & Crafts Easter Gifts for Boys and Girls Ages 6-12 - Craft Activities Kits - Creative Art Toys for 6, 7, 8, 9, 10, 11 & 12 Year Old Kid", "asin": "B0BRNY9HZB", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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 25"},
{"title": "Transform Remote Control Car Toy for Kids 4 5 6 7 8, Remote Control Car for Boys 4-7, Transform Cars for Boys 4-6, Toy Car 5 Year Old Boy, Toys for 3 4 5 6 7 8 9 10 11 12 Years Old Boy", "asin": "B0C3M7N76R", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Camera Instant Print,1080P Kids Instant Cameras That Print Photos,Christmas Birthday Gifts for Girls Age 3-12,Portable Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Pink", "asin": "B0C6DXY5KC", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Fun Forts Glow Fort Building Kit for Kids - 81 Pack Glow in The Dark STEM Building Toys Indoor Outdoor Play Tent for Kids Construction Toys with 53 Rods and 28 Spheres", "asin": "B08D1SFXRH", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Design-Your-Own Bracelets With 100+ Sparkle Gem and Glitter Stickers", "asin": "B009WLPEJA", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Ayeboovi Toss and Catch Ball Game Outdoor Toys for Kids Games Beach Pool Toys Outdoor Yard Games for 3 4 5 6 7 8+ Year Old Boys Girls Birthday Valentine's Day Gift Easter Basket Stuffers (Upgraded)", "asin": "B07FNQFLJ5", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Awesome Jokes That Every 5 Year Old Should Know!: Bucketloads of rib ticklers, tongue twisters and side splitters", "asin": "1999914716", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "10 in 1 STEM Toys for 4 5 6 7 8+ Year Old Boy Girl Birthday Gifts Building Toys for Kids Ages 4-8 5-7 6-8 Educational Stem Activities for Boys 4-6 8-10 Construction Creative Games Easter Idea Gift", "asin": "B0B8D4JZN4", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "LEGO City Fire Rescue Boat 60373, Toy Floats on Water, with Jetpack, Dinghy and 3 Minifigures, Everyday Hero Toys for Kids, Boys and Girls Ages 5+", "asin": "B0BBWK83F2", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "A Collection of Stories for 5 Year Olds", "asin": "1680528572", "price": "$6.73", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Educational Insights GeoSafari Jr. Kidnoculars - Binoculars for Kids Ages 3+, STEM and Outdoor Toys for Toddlers, Gifts for Toddlers, Educational Toys for Kids", "asin": "B00B1Z6EPS", "price": "$9.69", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Don\u2019t Rock the Boat Board Game - Kids Games, Family Games for Kids and Adults, Board Games for Family Night, Multi-Player Board Games, Builds Hand & Eye Coordination, Balancing Toy, Ages 5+", "asin": "B0799734SJ", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:17:41.227Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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 girl birthday\"}],\n\"cart_items\": [{\"title\": \"New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9VFQ2P\", \"price\": \"$399.99\", \"quantity\": \"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\", \"price\": \"$10.00\", \"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\": \"ThinkFun Zingo Bingo Award Winning Preschool Game for Pre-Readers and Early Readers Age 4 and Up - One of the Most Popular Board Games for Boys and Girls and their Parents (97700)\", \"asin\": \"B01DY818JG\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0CD6RKZDR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts\", \"asin\": \"B0B3WTSVSV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years\", \"asin\": \"B0C9ZW8RB4\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking\", \"asin\": \"B07NRMWHXX\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$32.99\", \"delivery\": \"FREE delivery Apr 8 - 18 for Prime members\"},\n{\"title\": \"Educational Insights GeoSafari Jr. Talking Microscope Featuring Bindi Irwin: Microscope for Kids, STEM & Science Toy, Interactive Learning, Ages 3+\", \"asin\": \"B072QH418H\", \"price\": \"$34.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts\", \"asin\": \"B07TVF82RL\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+\", \"asin\": \"B08LPRSMXC\", \"price\": \"$15.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids\", \"asin\": \"B083Z3JMGP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"NATIONAL GEOGRAPHIC Air Rocket Toy \\u2013 Ultimate LED Rocket Launcher for Kids, Jump and Launch The Light Up, Air Powered, Foam Tipped Rockets up to 100 Feet\", \"asin\": \"B07PM8J9GJ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present\", \"asin\": \"B0BLBYVCC8\", \"price\": \"$24.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Hamourd Robot Toys for Boys Girls, Rechargeable Remote Control Emo Robots with Auto-Demonstration, Flexible Head & Arms, Dance Moves, Music, Shining LED Eyes for 5+ Years Old Kids\", \"asin\": \"B0B9R3JZ8C\", \"price\": \"$20.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+\", \"asin\": \"B01N6B8SX0\", \"price\": \"$14.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Dan&Darci Paint Spin Art Machine Kit for Kids - Easter Arts & Crafts for Boys & Girls Ages - Art Craft Set Gifts for 6-9 Year Old Boy, Girl- Cool Painting Spinner Toys Kits Sets - Birthday Gift Ideas\", \"asin\": \"B0CJYKM4FT\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands\", \"asin\": \"B0CQR52CHS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"The Original The Floor is Lava! Game by Endless Games - Interactive Game For Kids And Adults - Promotes Physical Activity - Indoor And Outdoor Safe\", \"asin\": \"B07DGYX438\", \"price\": \"$16.97\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Learning Games for Kids Ages 3-8, Matching Letter Game for Kids Toys Ages 3-8 Educational Toys for 3-8 Year Olds Boys Girls Birthday Party Easter Basket Stuffer Gifts for 3-8 Year Olds Boys Girls Blue\", \"asin\": \"B08GX7BYSP\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Fuwidvia 3 Pack Airplane Launcher Toys, 13.2'' LED Foam Glider Catapult Plane Toy for Boys, 2 Flight Modes Outdoor Flying Toys Birthday Gifts for Boys Girls 4 5 6 7 8 9 10 11 12 Year Old\", \"asin\": \"B09TDP1HCV\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Learning Resources STEM Explorers Brainometry, STEM Toys for Kids, Brain Teaser Toys and Games, Easter Gifts, Ages 5+,34 Pieces\", \"asin\": \"B097F49QYH\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Made by Me Create Your Own Window Art\", \"asin\": \"B00HUBBDIK\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple\", \"asin\": \"B0BWDWNH5G\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A\", \"asin\": \"B0CNRT9YBL\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified\", \"asin\": \"B0007L6M9A\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids\", \"asin\": \"B09DY1VZJS\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Dan&Darci Kids Rock Painting Kit - Glow in The Dark - Arts & Crafts Easter Gifts for Boys and Girls Ages 6-12 - Craft Activities Kits - Creative Art Toys for 6, 7, 8, 9, 10, 11 & 12 Year Old Kid\", \"asin\": \"B0BRNY9HZB\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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 25\"},\n{\"title\": \"Transform Remote Control Car Toy for Kids 4 5 6 7 8, Remote Control Car for Boys 4-7, Transform Cars for Boys 4-6, Toy Car 5 Year Old Boy, Toys for 3 4 5 6 7 8 9 10 11 12 Years Old Boy\", \"asin\": \"B0C3M7N76R\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Camera Instant Print,1080P Kids Instant Cameras That Print Photos,Christmas Birthday Gifts for Girls Age 3-12,Portable Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Pink\", \"asin\": \"B0C6DXY5KC\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Fun Forts Glow Fort Building Kit for Kids - 81 Pack Glow in The Dark STEM Building Toys Indoor Outdoor Play Tent for Kids Construction Toys with 53 Rods and 28 Spheres\", \"asin\": \"B08D1SFXRH\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"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\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Design-Your-Own Bracelets With 100+ Sparkle Gem and Glitter Stickers\", \"asin\": \"B009WLPEJA\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Ayeboovi Toss and Catch Ball Game Outdoor Toys for Kids Games Beach Pool Toys Outdoor Yard Games for 3 4 5 6 7 8+ Year Old Boys Girls Birthday Valentine's Day Gift Easter Basket Stuffers (Upgraded)\", \"asin\": \"B07FNQFLJ5\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Awesome Jokes That Every 5 Year Old Should Know!: Bucketloads of rib ticklers, tongue twisters and side splitters\", \"asin\": \"1999914716\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"10 in 1 STEM Toys for 4 5 6 7 8+ Year Old Boy Girl Birthday Gifts Building Toys for Kids Ages 4-8 5-7 6-8 Educational Stem Activities for Boys 4-6 8-10 Construction Creative Games Easter Idea Gift\", \"asin\": \"B0B8D4JZN4\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)\", \"asin\": \"B083BCTLP5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"LEGO City Fire Rescue Boat 60373, Toy Floats on Water, with Jetpack, Dinghy and 3 Minifigures, Everyday Hero Toys for Kids, Boys and Girls Ages 5+\", \"asin\": \"B0BBWK83F2\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls\", \"asin\": \"B09Z2JCTVH\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More\", \"asin\": \"B09JBNHVFZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)\", \"asin\": \"B00CA0PCH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"A Collection of Stories for 5 Year Olds\", \"asin\": \"1680528572\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents\", \"asin\": \"B0CYC384K4\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Educational Insights GeoSafari Jr. Kidnoculars - Binoculars for Kids Ages 3+, STEM and Outdoor Toys for Toddlers, Gifts for Toddlers, Educational Toys for Kids\", \"asin\": \"B00B1Z6EPS\", \"price\": \"$9.69\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Don\\u2019t Rock the Boat Board Game - Kids Games, Family Games for Kids and Adults, Board Games for Family Night, Multi-Player Board Games, Builds Hand & Eye Coordination, Balancing Toy, Ages 5+\", \"asin\": \"B0799734SJ\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12\", \"asin\": \"B0C78H1HTG\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)\", \"asin\": \"B0D4V97BSV\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:18:14.586Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "ThinkFun Zingo Bingo Award Winning Preschool Game for Pre-Readers and Early Readers Age 4 and Up - One of the Most Popular Board Games for Boys and Girls and their Parents (97700)", "asin": "B01DY818JG", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$32.99", "delivery": "FREE delivery Apr 8 - 18 for Prime members"},
{"title": "Educational Insights GeoSafari Jr. Talking Microscope Featuring Bindi Irwin: Microscope for Kids, STEM & Science Toy, Interactive Learning, Ages 3+", "asin": "B072QH418H", "price": "$34.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "NATIONAL GEOGRAPHIC Air Rocket Toy \u2013 Ultimate LED Rocket Launcher for Kids, Jump and Launch The Light Up, Air Powered, Foam Tipped Rockets up to 100 Feet", "asin": "B07PM8J9GJ", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hamourd Robot Toys for Boys Girls, Rechargeable Remote Control Emo Robots with Auto-Demonstration, Flexible Head & Arms, Dance Moves, Music, Shining LED Eyes for 5+ Years Old Kids", "asin": "B0B9R3JZ8C", "price": "$20.59", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Paint Spin Art Machine Kit for Kids - Easter Arts & Crafts for Boys & Girls Ages - Art Craft Set Gifts for 6-9 Year Old Boy, Girl- Cool Painting Spinner Toys Kits Sets - Birthday Gift Ideas", "asin": "B0CJYKM4FT", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "The Original The Floor is Lava! Game by Endless Games - Interactive Game For Kids And Adults - Promotes Physical Activity - Indoor And Outdoor Safe", "asin": "B07DGYX438", "price": "$16.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Learning Games for Kids Ages 3-8, Matching Letter Game for Kids Toys Ages 3-8 Educational Toys for 3-8 Year Olds Boys Girls Birthday Party Easter Basket Stuffer Gifts for 3-8 Year Olds Boys Girls Blue", "asin": "B08GX7BYSP", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Fuwidvia 3 Pack Airplane Launcher Toys, 13.2'' LED Foam Glider Catapult Plane Toy for Boys, 2 Flight Modes Outdoor Flying Toys Birthday Gifts for Boys Girls 4 5 6 7 8 9 10 11 12 Year Old", "asin": "B09TDP1HCV", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Learning Resources STEM Explorers Brainometry, STEM Toys for Kids, Brain Teaser Toys and Games, Easter Gifts, Ages 5+,34 Pieces", "asin": "B097F49QYH", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Kids Rock Painting Kit - Glow in The Dark - Arts & Crafts Easter Gifts for Boys and Girls Ages 6-12 - Craft Activities Kits - Creative Art Toys for 6, 7, 8, 9, 10, 11 & 12 Year Old Kid", "asin": "B0BRNY9HZB", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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 25"},
{"title": "Transform Remote Control Car Toy for Kids 4 5 6 7 8, Remote Control Car for Boys 4-7, Transform Cars for Boys 4-6, Toy Car 5 Year Old Boy, Toys for 3 4 5 6 7 8 9 10 11 12 Years Old Boy", "asin": "B0C3M7N76R", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Camera Instant Print,1080P Kids Instant Cameras That Print Photos,Christmas Birthday Gifts for Girls Age 3-12,Portable Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Pink", "asin": "B0C6DXY5KC", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Fun Forts Glow Fort Building Kit for Kids - 81 Pack Glow in The Dark STEM Building Toys Indoor Outdoor Play Tent for Kids Construction Toys with 53 Rods and 28 Spheres", "asin": "B08D1SFXRH", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Design-Your-Own Bracelets With 100+ Sparkle Gem and Glitter Stickers", "asin": "B009WLPEJA", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Ayeboovi Toss and Catch Ball Game Outdoor Toys for Kids Games Beach Pool Toys Outdoor Yard Games for 3 4 5 6 7 8+ Year Old Boys Girls Birthday Valentine's Day Gift Easter Basket Stuffers (Upgraded)", "asin": "B07FNQFLJ5", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Awesome Jokes That Every 5 Year Old Should Know!: Bucketloads of rib ticklers, tongue twisters and side splitters", "asin": "1999914716", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "10 in 1 STEM Toys for 4 5 6 7 8+ Year Old Boy Girl Birthday Gifts Building Toys for Kids Ages 4-8 5-7 6-8 Educational Stem Activities for Boys 4-6 8-10 Construction Creative Games Easter Idea Gift", "asin": "B0B8D4JZN4", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "LEGO City Fire Rescue Boat 60373, Toy Floats on Water, with Jetpack, Dinghy and 3 Minifigures, Everyday Hero Toys for Kids, Boys and Girls Ages 5+", "asin": "B0BBWK83F2", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "A Collection of Stories for 5 Year Olds", "asin": "1680528572", "price": "$6.73", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Educational Insights GeoSafari Jr. Kidnoculars - Binoculars for Kids Ages 3+, STEM and Outdoor Toys for Toddlers, Gifts for Toddlers, Educational Toys for Kids", "asin": "B00B1Z6EPS", "price": "$9.69", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Don\u2019t Rock the Boat Board Game - Kids Games, Family Games for Kids and Adults, Board Games for Family Night, Multi-Player Board Games, Builds Hand & Eye Coordination, Balancing Toy, Ages 5+", "asin": "B0799734SJ", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:18:14.586Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:18:14.586Z
|
click
|
search
|
rule
|
2025-03-24T21:18:14.586Z
|
click
|
search
|
train
| 482 |
2025-03-24T21:18:14.586Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "ThinkFun Zingo Bingo Award Winning Preschool Game for Pre-Readers and Early Readers Age 4 and Up - One of the Most Popular Board Games for Boys and Girls and their Parents (97700)", "asin": "B01DY818JG", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$32.99", "delivery": "FREE delivery Apr 8 - 18 for Prime members"},
{"title": "Educational Insights GeoSafari Jr. Talking Microscope Featuring Bindi Irwin: Microscope for Kids, STEM & Science Toy, Interactive Learning, Ages 3+", "asin": "B072QH418H", "price": "$34.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "NATIONAL GEOGRAPHIC Air Rocket Toy \u2013 Ultimate LED Rocket Launcher for Kids, Jump and Launch The Light Up, Air Powered, Foam Tipped Rockets up to 100 Feet", "asin": "B07PM8J9GJ", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hamourd Robot Toys for Boys Girls, Rechargeable Remote Control Emo Robots with Auto-Demonstration, Flexible Head & Arms, Dance Moves, Music, Shining LED Eyes for 5+ Years Old Kids", "asin": "B0B9R3JZ8C", "price": "$20.59", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Paint Spin Art Machine Kit for Kids - Easter Arts & Crafts for Boys & Girls Ages - Art Craft Set Gifts for 6-9 Year Old Boy, Girl- Cool Painting Spinner Toys Kits Sets - Birthday Gift Ideas", "asin": "B0CJYKM4FT", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "The Original The Floor is Lava! Game by Endless Games - Interactive Game For Kids And Adults - Promotes Physical Activity - Indoor And Outdoor Safe", "asin": "B07DGYX438", "price": "$16.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Learning Games for Kids Ages 3-8, Matching Letter Game for Kids Toys Ages 3-8 Educational Toys for 3-8 Year Olds Boys Girls Birthday Party Easter Basket Stuffer Gifts for 3-8 Year Olds Boys Girls Blue", "asin": "B08GX7BYSP", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Fuwidvia 3 Pack Airplane Launcher Toys, 13.2'' LED Foam Glider Catapult Plane Toy for Boys, 2 Flight Modes Outdoor Flying Toys Birthday Gifts for Boys Girls 4 5 6 7 8 9 10 11 12 Year Old", "asin": "B09TDP1HCV", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Learning Resources STEM Explorers Brainometry, STEM Toys for Kids, Brain Teaser Toys and Games, Easter Gifts, Ages 5+,34 Pieces", "asin": "B097F49QYH", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Dan&Darci Kids Rock Painting Kit - Glow in The Dark - Arts & Crafts Easter Gifts for Boys and Girls Ages 6-12 - Craft Activities Kits - Creative Art Toys for 6, 7, 8, 9, 10, 11 & 12 Year Old Kid", "asin": "B0BRNY9HZB", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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 25"},
{"title": "Transform Remote Control Car Toy for Kids 4 5 6 7 8, Remote Control Car for Boys 4-7, Transform Cars for Boys 4-6, Toy Car 5 Year Old Boy, Toys for 3 4 5 6 7 8 9 10 11 12 Years Old Boy", "asin": "B0C3M7N76R", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Camera Instant Print,1080P Kids Instant Cameras That Print Photos,Christmas Birthday Gifts for Girls Age 3-12,Portable Toy for 3 4 5 6 7 8 9 10 Year Old Girls Boys Pink", "asin": "B0C6DXY5KC", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Fun Forts Glow Fort Building Kit for Kids - 81 Pack Glow in The Dark STEM Building Toys Indoor Outdoor Play Tent for Kids Construction Toys with 53 Rods and 28 Spheres", "asin": "B08D1SFXRH", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Design-Your-Own Bracelets With 100+ Sparkle Gem and Glitter Stickers", "asin": "B009WLPEJA", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Ayeboovi Toss and Catch Ball Game Outdoor Toys for Kids Games Beach Pool Toys Outdoor Yard Games for 3 4 5 6 7 8+ Year Old Boys Girls Birthday Valentine's Day Gift Easter Basket Stuffers (Upgraded)", "asin": "B07FNQFLJ5", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Awesome Jokes That Every 5 Year Old Should Know!: Bucketloads of rib ticklers, tongue twisters and side splitters", "asin": "1999914716", "price": "$5.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "10 in 1 STEM Toys for 4 5 6 7 8+ Year Old Boy Girl Birthday Gifts Building Toys for Kids Ages 4-8 5-7 6-8 Educational Stem Activities for Boys 4-6 8-10 Construction Creative Games Easter Idea Gift", "asin": "B0B8D4JZN4", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "LEGO City Fire Rescue Boat 60373, Toy Floats on Water, with Jetpack, Dinghy and 3 Minifigures, Everyday Hero Toys for Kids, Boys and Girls Ages 5+", "asin": "B0BBWK83F2", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "A Collection of Stories for 5 Year Olds", "asin": "1680528572", "price": "$6.73", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Educational Insights GeoSafari Jr. Kidnoculars - Binoculars for Kids Ages 3+, STEM and Outdoor Toys for Toddlers, Gifts for Toddlers, Educational Toys for Kids", "asin": "B00B1Z6EPS", "price": "$9.69", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Don\u2019t Rock the Boat Board Game - Kids Games, Family Games for Kids and Adults, Board Games for Family Night, Multi-Player Board Games, Builds Hand & Eye Coordination, Balancing Toy, Ages 5+", "asin": "B0799734SJ", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:18:14.586Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-24T21:16:32.815Z\", \"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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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 girl birthday\"}],\n\"cart_items\": [{\"title\": \"New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9VFQ2P\", \"price\": \"$399.99\", \"quantity\": \"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\", \"price\": \"$10.00\", \"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\": \"Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple\", \"asin\": \"B0BWDWNH5G\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years\", \"asin\": \"B07KQLCGSR\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0CD6RKZDR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys\", \"asin\": \"B0C4YDZQMS\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts\", \"asin\": \"B0B3WTSVSV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts\", \"asin\": \"B07TVF82RL\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+\", \"asin\": \"B08LPRSMXC\", \"price\": \"$15.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present\", \"asin\": \"B0BLBYVCC8\", \"price\": \"$24.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12\", \"asin\": \"B0C78H1HTG\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years\", \"asin\": \"B0C9ZW8RB4\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included\", \"asin\": \"B0B68W6ZMT\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A\", \"asin\": \"B0CNRT9YBL\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"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\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys\", \"asin\": \"B0CSPT5LZ7\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink\", \"asin\": \"B0CP4VKX31\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents\", \"asin\": \"B0CYC384K4\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking\", \"asin\": \"B07NRMWHXX\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\\u2019\\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo\", \"asin\": \"B08ZDQNBDR\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0D8FMQRSB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]\", \"asin\": \"B0084JUNVU\", \"price\": \"$26.97\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Happy Birthday to You!\", \"asin\": \"0394800761\", \"price\": \"$7.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids\", \"asin\": \"B09DY1VZJS\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)\", \"asin\": \"B08PF4T8W1\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl\", \"asin\": \"B0CQCVCWPJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\\\"x60\\\"\", \"asin\": \"B09WMMRHPR\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts\", \"asin\": \"B088M291YT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)\", \"asin\": \"B083BCTLP5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids\", \"asin\": \"B083Z3JMGP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More\", \"asin\": \"B09JBNHVFZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up\", \"asin\": \"B0747ZGTTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9\", \"asin\": \"B0BV2YFF5K\", \"price\": \"$18.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Made by Me Create Your Own Window Art\", \"asin\": \"B00HUBBDIK\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified\", \"asin\": \"B0007L6M9A\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)\", \"asin\": \"B07477HKFR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)\", \"asin\": \"B00CA0PCH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls\\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series\", \"asin\": \"B0D17YL839\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years\", \"asin\": \"B0BWYDGLCF\", \"price\": \"$13.98\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys\", \"asin\": \"B0BJPFZ6MV\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls\", \"asin\": \"B09Z2JCTVH\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+\", \"asin\": \"B01N6B8SX0\", \"price\": \"$14.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls\", \"asin\": \"B0DXTLCP8Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)\", \"asin\": \"B0D4V97BSV\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"},\n{\"title\": \"Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands\", \"asin\": \"B0CQR52CHS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece\", \"asin\": \"B0CMHRTFLM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink\", \"asin\": \"B0CFLBLPTN\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls\", \"asin\": \"B0BX57W4RX\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:18:17.633Z\", // 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|>
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:18:17.633Z", // 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>
|
2025-03-24T21:18:17.633Z
|
click
|
search
|
rule
|
2025-03-24T21:18:17.633Z
|
click
|
search
|
train
| 483 |
2025-03-24T21:18:17.633Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:18:17.633Z", // 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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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 girl birthday\"}],\n\"cart_items\": [{\"title\": \"New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9VFQ2P\", \"price\": \"$399.99\", \"quantity\": \"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\", \"price\": \"$10.00\", \"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\": \"Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple\", \"asin\": \"B0BWDWNH5G\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years\", \"asin\": \"B07KQLCGSR\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0CD6RKZDR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys\", \"asin\": \"B0C4YDZQMS\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts\", \"asin\": \"B0B3WTSVSV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts\", \"asin\": \"B07TVF82RL\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+\", \"asin\": \"B08LPRSMXC\", \"price\": \"$15.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present\", \"asin\": \"B0BLBYVCC8\", \"price\": \"$24.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12\", \"asin\": \"B0C78H1HTG\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years\", \"asin\": \"B0C9ZW8RB4\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included\", \"asin\": \"B0B68W6ZMT\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A\", \"asin\": \"B0CNRT9YBL\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"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\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys\", \"asin\": \"B0CSPT5LZ7\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink\", \"asin\": \"B0CP4VKX31\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents\", \"asin\": \"B0CYC384K4\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking\", \"asin\": \"B07NRMWHXX\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\\u2019\\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo\", \"asin\": \"B08ZDQNBDR\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0D8FMQRSB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]\", \"asin\": \"B0084JUNVU\", \"price\": \"$26.97\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Happy Birthday to You!\", \"asin\": \"0394800761\", \"price\": \"$7.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids\", \"asin\": \"B09DY1VZJS\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)\", \"asin\": \"B08PF4T8W1\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl\", \"asin\": \"B0CQCVCWPJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\\\"x60\\\"\", \"asin\": \"B09WMMRHPR\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts\", \"asin\": \"B088M291YT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)\", \"asin\": \"B083BCTLP5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids\", \"asin\": \"B083Z3JMGP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More\", \"asin\": \"B09JBNHVFZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up\", \"asin\": \"B0747ZGTTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9\", \"asin\": \"B0BV2YFF5K\", \"price\": \"$18.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Made by Me Create Your Own Window Art\", \"asin\": \"B00HUBBDIK\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified\", \"asin\": \"B0007L6M9A\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)\", \"asin\": \"B07477HKFR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)\", \"asin\": \"B00CA0PCH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls\\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series\", \"asin\": \"B0D17YL839\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years\", \"asin\": \"B0BWYDGLCF\", \"price\": \"$13.98\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys\", \"asin\": \"B0BJPFZ6MV\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls\", \"asin\": \"B09Z2JCTVH\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+\", \"asin\": \"B01N6B8SX0\", \"price\": \"$14.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls\", \"asin\": \"B0DXTLCP8Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)\", \"asin\": \"B0D4V97BSV\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"},\n{\"title\": \"Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands\", \"asin\": \"B0CQR52CHS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece\", \"asin\": \"B0CMHRTFLM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink\", \"asin\": \"B0CFLBLPTN\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls\", \"asin\": \"B0BX57W4RX\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:18:24.977Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:18:24.977Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:18:24.977Z
|
click
|
search
|
rule
|
2025-03-24T21:18:24.977Z
|
click
|
search
|
train
| 484 |
2025-03-24T21:18:24.977Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:18:24.977Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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 girl birthday\"}],\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\": \"Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple\", \"asin\": \"B0BWDWNH5G\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years\", \"asin\": \"B07KQLCGSR\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0CD6RKZDR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys\", \"asin\": \"B0C4YDZQMS\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts\", \"asin\": \"B0B3WTSVSV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts\", \"asin\": \"B07TVF82RL\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+\", \"asin\": \"B08LPRSMXC\", \"price\": \"$15.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present\", \"asin\": \"B0BLBYVCC8\", \"price\": \"$24.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12\", \"asin\": \"B0C78H1HTG\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years\", \"asin\": \"B0C9ZW8RB4\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included\", \"asin\": \"B0B68W6ZMT\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A\", \"asin\": \"B0CNRT9YBL\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"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\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys\", \"asin\": \"B0CSPT5LZ7\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink\", \"asin\": \"B0CP4VKX31\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents\", \"asin\": \"B0CYC384K4\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking\", \"asin\": \"B07NRMWHXX\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\\u2019\\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo\", \"asin\": \"B08ZDQNBDR\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0D8FMQRSB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]\", \"asin\": \"B0084JUNVU\", \"price\": \"$26.97\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Happy Birthday to You!\", \"asin\": \"0394800761\", \"price\": \"$7.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids\", \"asin\": \"B09DY1VZJS\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)\", \"asin\": \"B08PF4T8W1\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl\", \"asin\": \"B0CQCVCWPJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\\\"x60\\\"\", \"asin\": \"B09WMMRHPR\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts\", \"asin\": \"B088M291YT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)\", \"asin\": \"B083BCTLP5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids\", \"asin\": \"B083Z3JMGP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More\", \"asin\": \"B09JBNHVFZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up\", \"asin\": \"B0747ZGTTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9\", \"asin\": \"B0BV2YFF5K\", \"price\": \"$18.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Made by Me Create Your Own Window Art\", \"asin\": \"B00HUBBDIK\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified\", \"asin\": \"B0007L6M9A\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)\", \"asin\": \"B07477HKFR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)\", \"asin\": \"B00CA0PCH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls\\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series\", \"asin\": \"B0D17YL839\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years\", \"asin\": \"B0BWYDGLCF\", \"price\": \"$13.98\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys\", \"asin\": \"B0BJPFZ6MV\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls\", \"asin\": \"B09Z2JCTVH\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+\", \"asin\": \"B01N6B8SX0\", \"price\": \"$14.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls\", \"asin\": \"B0DXTLCP8Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)\", \"asin\": \"B0D4V97BSV\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"},\n{\"title\": \"Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands\", \"asin\": \"B0CQR52CHS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece\", \"asin\": \"B0CMHRTFLM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink\", \"asin\": \"B0CFLBLPTN\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls\", \"asin\": \"B0BX57W4RX\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:18:26.723Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:18:26.723Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:18:26.723Z
|
click
|
search
|
rule
|
2025-03-24T21:18:26.723Z
|
click
|
search
|
train
| 485 |
2025-03-24T21:18:26.723Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:18:26.723Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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 girl birthday\"}],\n\"cart_items\": [{\"title\": \"New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9VFQ2P\", \"price\": \"$399.99\", \"quantity\": \"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\", \"price\": \"$10.00\", \"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\": \"Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple\", \"asin\": \"B0BWDWNH5G\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years\", \"asin\": \"B07KQLCGSR\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0CD6RKZDR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys\", \"asin\": \"B0C4YDZQMS\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts\", \"asin\": \"B0B3WTSVSV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts\", \"asin\": \"B07TVF82RL\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+\", \"asin\": \"B08LPRSMXC\", \"price\": \"$15.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present\", \"asin\": \"B0BLBYVCC8\", \"price\": \"$24.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12\", \"asin\": \"B0C78H1HTG\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years\", \"asin\": \"B0C9ZW8RB4\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included\", \"asin\": \"B0B68W6ZMT\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A\", \"asin\": \"B0CNRT9YBL\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"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\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys\", \"asin\": \"B0CSPT5LZ7\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents\", \"asin\": \"B0CYC384K4\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink\", \"asin\": \"B0CP4VKX31\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking\", \"asin\": \"B07NRMWHXX\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\\u2019\\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo\", \"asin\": \"B08ZDQNBDR\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0D8FMQRSB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]\", \"asin\": \"B0084JUNVU\", \"price\": \"$26.97\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Happy Birthday to You!\", \"asin\": \"0394800761\", \"price\": \"$7.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids\", \"asin\": \"B09DY1VZJS\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)\", \"asin\": \"B08PF4T8W1\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl\", \"asin\": \"B0CQCVCWPJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\\\"x60\\\"\", \"asin\": \"B09WMMRHPR\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts\", \"asin\": \"B088M291YT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)\", \"asin\": \"B083BCTLP5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids\", \"asin\": \"B083Z3JMGP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More\", \"asin\": \"B09JBNHVFZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up\", \"asin\": \"B0747ZGTTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9\", \"asin\": \"B0BV2YFF5K\", \"price\": \"$18.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Made by Me Create Your Own Window Art\", \"asin\": \"B00HUBBDIK\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified\", \"asin\": \"B0007L6M9A\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)\", \"asin\": \"B07477HKFR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)\", \"asin\": \"B00CA0PCH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls\\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series\", \"asin\": \"B0D17YL839\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years\", \"asin\": \"B0BWYDGLCF\", \"price\": \"$13.98\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys\", \"asin\": \"B0BJPFZ6MV\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls\", \"asin\": \"B09Z2JCTVH\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+\", \"asin\": \"B01N6B8SX0\", \"price\": \"$14.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls\", \"asin\": \"B0DXTLCP8Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)\", \"asin\": \"B0D4V97BSV\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"},\n{\"title\": \"Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands\", \"asin\": \"B0CQR52CHS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece\", \"asin\": \"B0CMHRTFLM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink\", \"asin\": \"B0CFLBLPTN\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls\", \"asin\": \"B0BX57W4RX\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:21:32.890Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:21:32.890Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:21:32.890Z
|
click
|
search
|
rule
|
2025-03-24T21:21:32.890Z
|
click
|
search
|
train
| 486 |
2025-03-24T21:21:32.890Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:21:32.890Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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 girl birthday\"}],\n\"cart_items\": [{\"title\": \"New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9VFQ2P\", \"price\": \"$399.99\", \"quantity\": \"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\", \"price\": \"$10.00\", \"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\": \"Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple\", \"asin\": \"B0BWDWNH5G\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years\", \"asin\": \"B07KQLCGSR\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0CD6RKZDR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys\", \"asin\": \"B0C4YDZQMS\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts\", \"asin\": \"B0B3WTSVSV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts\", \"asin\": \"B07TVF82RL\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+\", \"asin\": \"B08LPRSMXC\", \"price\": \"$15.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present\", \"asin\": \"B0BLBYVCC8\", \"price\": \"$24.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12\", \"asin\": \"B0C78H1HTG\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years\", \"asin\": \"B0C9ZW8RB4\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included\", \"asin\": \"B0B68W6ZMT\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A\", \"asin\": \"B0CNRT9YBL\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"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\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys\", \"asin\": \"B0CSPT5LZ7\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents\", \"asin\": \"B0CYC384K4\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink\", \"asin\": \"B0CP4VKX31\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\\u2019\\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo\", \"asin\": \"B08ZDQNBDR\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking\", \"asin\": \"B07NRMWHXX\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0D8FMQRSB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]\", \"asin\": \"B0084JUNVU\", \"price\": \"$26.97\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Happy Birthday to You!\", \"asin\": \"0394800761\", \"price\": \"$7.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids\", \"asin\": \"B09DY1VZJS\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)\", \"asin\": \"B08PF4T8W1\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl\", \"asin\": \"B0CQCVCWPJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\\\"x60\\\"\", \"asin\": \"B09WMMRHPR\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts\", \"asin\": \"B088M291YT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)\", \"asin\": \"B083BCTLP5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids\", \"asin\": \"B083Z3JMGP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up\", \"asin\": \"B0747ZGTTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More\", \"asin\": \"B09JBNHVFZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9\", \"asin\": \"B0BV2YFF5K\", \"price\": \"$18.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Made by Me Create Your Own Window Art\", \"asin\": \"B00HUBBDIK\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified\", \"asin\": \"B0007L6M9A\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)\", \"asin\": \"B07477HKFR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)\", \"asin\": \"B00CA0PCH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls\\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series\", \"asin\": \"B0D17YL839\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years\", \"asin\": \"B0BWYDGLCF\", \"price\": \"$13.98\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys\", \"asin\": \"B0BJPFZ6MV\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls\", \"asin\": \"B09Z2JCTVH\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+\", \"asin\": \"B01N6B8SX0\", \"price\": \"$14.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls\", \"asin\": \"B0DXTLCP8Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)\", \"asin\": \"B0D4V97BSV\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"},\n{\"title\": \"Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands\", \"asin\": \"B0CQR52CHS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece\", \"asin\": \"B0CMHRTFLM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink\", \"asin\": \"B0CFLBLPTN\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls\", \"asin\": \"B0BX57W4RX\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:21:41.814Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:21:41.814Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:21:41.814Z
|
click
|
search
|
rule
|
2025-03-24T21:21:41.814Z
|
click
|
search
|
train
| 487 |
2025-03-24T21:21:41.814Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:21:41.814Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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 girl birthday\"}],\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\": \"Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple\", \"asin\": \"B0BWDWNH5G\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years\", \"asin\": \"B07KQLCGSR\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0CD6RKZDR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys\", \"asin\": \"B0C4YDZQMS\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts\", \"asin\": \"B0B3WTSVSV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts\", \"asin\": \"B07TVF82RL\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+\", \"asin\": \"B08LPRSMXC\", \"price\": \"$15.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present\", \"asin\": \"B0BLBYVCC8\", \"price\": \"$24.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12\", \"asin\": \"B0C78H1HTG\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years\", \"asin\": \"B0C9ZW8RB4\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included\", \"asin\": \"B0B68W6ZMT\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A\", \"asin\": \"B0CNRT9YBL\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"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\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys\", \"asin\": \"B0CSPT5LZ7\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink\", \"asin\": \"B0CP4VKX31\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents\", \"asin\": \"B0CYC384K4\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\\u2019\\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo\", \"asin\": \"B08ZDQNBDR\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking\", \"asin\": \"B07NRMWHXX\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0D8FMQRSB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]\", \"asin\": \"B0084JUNVU\", \"price\": \"$26.97\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Happy Birthday to You!\", \"asin\": \"0394800761\", \"price\": \"$7.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids\", \"asin\": \"B09DY1VZJS\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)\", \"asin\": \"B08PF4T8W1\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl\", \"asin\": \"B0CQCVCWPJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\\\"x60\\\"\", \"asin\": \"B09WMMRHPR\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts\", \"asin\": \"B088M291YT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)\", \"asin\": \"B083BCTLP5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids\", \"asin\": \"B083Z3JMGP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up\", \"asin\": \"B0747ZGTTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More\", \"asin\": \"B09JBNHVFZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9\", \"asin\": \"B0BV2YFF5K\", \"price\": \"$18.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Made by Me Create Your Own Window Art\", \"asin\": \"B00HUBBDIK\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified\", \"asin\": \"B0007L6M9A\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)\", \"asin\": \"B07477HKFR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)\", \"asin\": \"B00CA0PCH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls\\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series\", \"asin\": \"B0D17YL839\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years\", \"asin\": \"B0BWYDGLCF\", \"price\": \"$13.98\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys\", \"asin\": \"B0BJPFZ6MV\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls\", \"asin\": \"B09Z2JCTVH\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+\", \"asin\": \"B01N6B8SX0\", \"price\": \"$14.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls\", \"asin\": \"B0DXTLCP8Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)\", \"asin\": \"B0D4V97BSV\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"},\n{\"title\": \"Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands\", \"asin\": \"B0CQR52CHS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece\", \"asin\": \"B0CMHRTFLM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink\", \"asin\": \"B0CFLBLPTN\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls\", \"asin\": \"B0BX57W4RX\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:21:58.588Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:21:58.588Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:21:58.588Z
|
input
|
gift for 5 years old girl birthday ideas
|
rule
|
2025-03-24T21:21:58.588Z
|
input
|
gift for 5 years old girl birthday ideas
|
train
| 488 |
2025-03-24T21:21:58.588Z
|
input
|
gift for 5 years old girl birthday ideas
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:21:58.588Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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 girl birthday\"}],\n\"cart_items\": [{\"title\": \"New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9VFQ2P\", \"price\": \"$399.99\", \"quantity\": \"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\", \"price\": \"$10.00\", \"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\": \"Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple\", \"asin\": \"B0BWDWNH5G\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years\", \"asin\": \"B07KQLCGSR\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0CD6RKZDR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys\", \"asin\": \"B0C4YDZQMS\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts\", \"asin\": \"B0B3WTSVSV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts\", \"asin\": \"B07TVF82RL\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+\", \"asin\": \"B08LPRSMXC\", \"price\": \"$15.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present\", \"asin\": \"B0BLBYVCC8\", \"price\": \"$24.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12\", \"asin\": \"B0C78H1HTG\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years\", \"asin\": \"B0C9ZW8RB4\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included\", \"asin\": \"B0B68W6ZMT\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A\", \"asin\": \"B0CNRT9YBL\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"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\", \"price\": \"$35.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys\", \"asin\": \"B0CSPT5LZ7\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink\", \"asin\": \"B0CP4VKX31\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents\", \"asin\": \"B0CYC384K4\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\\u2019\\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo\", \"asin\": \"B08ZDQNBDR\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking\", \"asin\": \"B07NRMWHXX\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece\", \"asin\": \"B0D8FMQRSB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]\", \"asin\": \"B0084JUNVU\", \"price\": \"$26.97\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Happy Birthday to You!\", \"asin\": \"0394800761\", \"price\": \"$7.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids\", \"asin\": \"B09DY1VZJS\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)\", \"asin\": \"B08PF4T8W1\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl\", \"asin\": \"B0CQCVCWPJ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\\\"x60\\\"\", \"asin\": \"B09WMMRHPR\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts\", \"asin\": \"B088M291YT\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)\", \"asin\": \"B083BCTLP5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids\", \"asin\": \"B083Z3JMGP\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9\", \"asin\": \"B0BV2YFF5K\", \"price\": \"$18.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up\", \"asin\": \"B0747ZGTTG\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More\", \"asin\": \"B09JBNHVFZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Made by Me Create Your Own Window Art\", \"asin\": \"B00HUBBDIK\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified\", \"asin\": \"B0007L6M9A\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)\", \"asin\": \"B07477HKFR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)\", \"asin\": \"B00CA0PCH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\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\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Doctor Jupiter Girls\\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series\", \"asin\": \"B0D17YL839\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years\", \"asin\": \"B0BWYDGLCF\", \"price\": \"$13.98\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys\", \"asin\": \"B0BJPFZ6MV\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls\", \"asin\": \"B09Z2JCTVH\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Mar 26\"},\n{\"title\": \"Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+\", \"asin\": \"B01N6B8SX0\", \"price\": \"$14.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls\", \"asin\": \"B0DXTLCP8Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)\", \"asin\": \"B0D4V97BSV\", \"price\": \"$5.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"},\n{\"title\": \"Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands\", \"asin\": \"B0CQR52CHS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece\", \"asin\": \"B0CMHRTFLM\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink\", \"asin\": \"B0CFLBLPTN\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 25\"},\n{\"title\": \"Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls\", \"asin\": \"B0BX57W4RX\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Mar 27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:28:14.005Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:28:14.005Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:28:14.005Z
|
click_product
|
B0BFJ1SSY6
|
rule
|
2025-03-24T21:28:14.005Z
|
click_product
|
B0BFJ1SSY6
|
train
| 489 |
2025-03-24T21:28:14.005Z
|
click_product
|
B0BFJ1SSY6
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "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": "Instant Print Camera for Kids, Christmas Birthday Gifts for Girls Boys, HD Digital Video Cameras for Toddler, Portable Toy for 4 5 6 7 8 9 10 Year Old Girl with 32GB SD Card-Purple", "asin": "B0BWDWNH5G", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Paint & Plant Flower Growing Kit for Kids - Easter Gift Ideas Age 5 6 7 8-12 Year Old Girl - Best Birthday Crafts Gifts for Girls & Boys, Fun Children Gardening Kits, Art Projects for Ages 5-12 Years", "asin": "B07KQLCGSR", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "HGDEER Unicorn Birthday Gifts for Girls, Adjustable Pink Pearl Unicorn Charm Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0CD6RKZDR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls First Science Experiment Kit for Kids Ages 4-5-6-7-8| Birthday Gift Ideas for 4-8 Year Old Girls| STEM Learning & Educational Toys", "asin": "B0C4YDZQMS", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Headband Making Kit for Girls - Make Your Own Fashion Headbands for Kids - DIY Hair Accessories Set - Easter Arts & Crafts Gift for Ages 5-12 Year Old Girl - Little Children's Art & Craft Gifts", "asin": "B0B3WTSVSV", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "PURPLE LADYBUG Decorate Your Own Water Bottle Kit for Girls - Easter Basket Stuffers for Kids, Easter Basket Essentials, Gifts for Girls Ages 5-8-10 Years Old Birthday, Unicorn Arts and Crafts", "asin": "B07TVF82RL", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Scribble Scrubbies Tub Set (4 Pets), Washable Pet Care Toy, Coloring Animal Craft, Toys for Girls & Boys, Gifts for Kids, Ages 3+", "asin": "B08LPRSMXC", "price": "$15.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Diamond Magnetic Building Blocks - Frozen Princess Toys for 3-8 Year Old Girls & Boys - 3 4 5 6 Year Old Girl Birthday Xmas Present", "asin": "B0BLBYVCC8", "price": "$24.21", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Unicorn Soap Making Kit - Girls Easter Crafts DIY Project Age 6+ Year Old Kids - Girl Gifts - Science STEM Activity Teenage Gift - Make Your Own Soaps Kits - Craft Toys Ages 6 7 8 9 10 11 12", "asin": "B0C78H1HTG", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Princess Dress Up Toys Princess Dress Up Clothes Rainbow Mermaid Cape Kit 9 Pcs Gift Set for Little Girls 3-8 Years", "asin": "B0C9ZW8RB4", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Goopow Kids Camera Toys for 3-8 Year Old Girls Boys,Children Digital Video Camcorder Camera with Cartoon Soft Cover, Best Chritmas Birthday Festival Gift for Kids - 32G SD Card Included", "asin": "B0B68W6ZMT", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Birthday Gifts for 4 5 6 7 8 9 10 11 12 13 Year Old Girls,Easter Gifts for Teens Kids Daughter Sister Her,Fanny Pack Crossbody Bag Belt Bag Cute Trendy Stuff | Cream,A", "asin": "B0CNRT9YBL", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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", "price": "$35.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Hatchimals Alive, Mystery Hatch Pufficorn, Surprise Interactive Toy & Egg with Mist, Lights & Sounds (Styles May Vary), Kids Toys for Girls & Boys", "asin": "B0CSPT5LZ7", "price": "$28.49", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Birthday Gifts for Girls 2-12 Years Old - Socks for Girls Boys Age 2-12, Presents for Kids 2-12 Year Olds, Pink", "asin": "B0CP4VKX31", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "JOYEEMAX Unicorn Light-Up Terrarium Kit for Kids - LED Night Light Birthday Gift for Girls Ages 4 5 6 7 8-12 Year Old - Unicorn Toys for Girls - DIY Arts and Crafts Kit for Kids - Best Girls Presents", "asin": "B0CYC384K4", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Toys for Girls Age 4-6, Unicorn Gifts for 4 Year Old Girl, Birthday Gift 5 Year Old Boy, Small Toddler Backpack Age 2-6 (10\u2019\u2019h) w Detachable Purple Toy, Side&Inner Pockets, Reflective Logo", "asin": "B08ZDQNBDR", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Selieve Toys for 3-12 Year Old Girls Boys, Walkie Talkies for Kids 22 Channels 2 Way Radio Toy with Backlit LCD Flashlight, 3 Miles Range for Outside, Camping, Hiking", "asin": "B07NRMWHXX", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "HGDEER Birthday Gifts for Girls, Adjustable Pink White Pearl Cross Bracelet for Girls Daughter Granddaughter Niece", "asin": "B0D8FMQRSB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Crayola Light Up Tracing Pad - Pink, Writing & Drawing Art Kit for Kids, Kids Toys & Games, Tracing Light Box, Easter Gifts for Girls & Boys, 6+ [Amazon Exclusive]", "asin": "B0084JUNVU", "price": "$26.97", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Happy Birthday to You!", "asin": "0394800761", "price": "$7.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toys for 1-10 Year Old Girls,Star Projector for Kids 2-9 Year Old Girl Gifts Toys for 3-8 Year Old Girls Christmas Gifts for 4-7 Year Old Boys Birthday Gifts Stocking Stuffers for Kids", "asin": "B09DY1VZJS", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "SUNLIN Dance Mat - Dance Mixer Rhythm Step Play Mat - Dance Game Toy Gift for Kids Girls Boys - Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 3 Challenge Levels (3-12 Years Old)", "asin": "B08PF4T8W1", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Toddler Purse Gifts for Girls, Little Girl Purse Kids Wallet Crossbody Bag Birthday Gifts for 3-8 Year Old Girl", "asin": "B0CQCVCWPJ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Glow in The Dark Blanket Unicorns Gifts for Girls, Soft Blanket 3 4 5 6 7 8 9 10 Year Old Girl Gifts, Toddler Girls Toys Age 6-8, Gifts for Girls for Birthday Gifts, 50\"x60\"", "asin": "B09WMMRHPR", "price": "$24.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "mibasies Purse for Little Girls Dress Up Jewelry Pretend Play Kids Accessories Mermaid Gifts", "asin": "B088M291YT", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Creativity for Kids Mini Garden: Mermaid Terrarium Kit - Mermaid Gifts for Girls, Crafts for Kids and Mermaid Toys Ages 6-8+, Stocking Stuffers for Kids", "asin": "B083Z3JMGP", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skillmatics Foil Fun - Unicorns & Princesses, Easter Basket Stuffers, No Mess Art for Kids, Craft Kits & Supplies, DIY Creative Activity, Travel Toys, Gifts for Ages 4, 5, 6, 7, 8, 9", "asin": "B0BV2YFF5K", "price": "$18.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Disney Princess Necklace Activity, 160-Piece Jewelry Making Kit, Preschool Arts and Crafts, Kids Toys for Ages 3 Up", "asin": "B0747ZGTTG", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Barbie Makeup Artist Magazine by Horizon Group USA, Create Your Own Hair & Makeup Looks Using 130+ Stencils, 180+ Stickers, Crayons, Pretend Makeup & More", "asin": "B09JBNHVFZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Made by Me Create Your Own Window Art", "asin": "B00HUBBDIK", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Melissa & Doug Wooden Stamp Set: Friendship - 9 Stamps, 5 Colored Pencils, and 2-Color Stamp Pad - FSC Certified", "asin": "B0007L6M9A", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "PinkSheep Little Girl Jewel Rings in Box, Adjustable, No Duplication, Girl Pretend Play and Dress Up Rings (24 Lovely Ring)", "asin": "B07477HKFR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Wonder Forge Disney Princess Matching Game-Fun & Quick Memory Game for Kids | Engaging Toy for Ages 3-5 Years | Features Beloved Disney Princesses | Ideal for Solo or Family Play (Packaging May Vary)", "asin": "B00CA0PCH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"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": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Doctor Jupiter Girls\u2019 First Science Kit for Kids Ages 4-5-6-7-8-9-10-11-12 | Birthday Gift Ideas for 4+ Year Old Girls | STEM Learning & Educational Toys | 50+ Experiments Starter Science Series", "asin": "B0D17YL839", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Skip Ball, Portable Foldable Colorful Flash Wheel Swing Ball, Kids Toys for Girls & Boys for Skip It, Sports Fitness Toys for Kids & Adults. Gifts for Mom Women & Girls Toys Age 5-10 Years", "asin": "B0BWYDGLCF", "price": "$13.98", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Unicorn Dance Mat, Dance Mixer Rhythm Step Play Mat, Pink Dance Pad with LED Lights, Adjustable Volume, Built-in Music, 5 Game Modes, Xmas B-Day Gifts for 3-12 Years Old Girls Toys", "asin": "B0BJPFZ6MV", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Kids Washable Makeup Girls Toys - Girls Makeup Kit for Kids Make up Set Real Makeup for Kid Little Girls Toddlers Children Princess Christmas Birthday Gifts Toys for 3 4 5 6 7 8 9 10 Year Old Girls", "asin": "B09Z2JCTVH", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Mar 26"},
{"title": "Lite Brite Classic, Favorite Retro Toy - Create Art with Light, STEM, Educational Learning, Holiday, Birthday, Gift, Boys, Kid, Toddler, Girls Age 4+", "asin": "B01N6B8SX0", "price": "$14.35", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Sereney Birthday Gifts for Girls, Beaded Bracelets as 1 3 4 5 6 7 8 9 10 11 Year Old Birthday Gift, Adjustable Stone Pearl Bracelet as Happy Birthday Gifts for Daughter Granddaughter Niece Girls", "asin": "B0DXTLCP8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "B0D4V97BSV", "price": "$5.99", "delivery": "FREE delivery Thu, Mar 27"},
{"title": "Toys for 3-8 Year Old Boys Girls: 2 Pack Bubble Machine for Kids with Bubble Solution, Gifts for 3 4 5 6 7 8 Years Old Boy Birthday Toy for Kid Toddlers Ages 4-6 Outdoor Wedding Bubbles Wands", "asin": "B0CQR52CHS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "UPROMI Birthday Gifts for 3-12 Year Old Girl Unicorn Bracelet, Christmas Gifts for Daughter/Granddaughter/Niece", "asin": "B0CMHRTFLM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "TOP Karaoke Machine for Kids (with Fun Voice Effects & LED Lights) Most Popular Birthday Easter Gifts for 3-12+ Years Old Girls Boys, Mini Karaoke Machine with 2 Wireless Microphones Pink", "asin": "B0CFLBLPTN", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 25"},
{"title": "Bubble Wands for Kids Girls - LED Light & Music Bubble Machine: 3 AA Batteries & 2 Bubble Solutions, Outdoor Party Birthday Toys for Toddlers, Gift for 3 4 5 6 7 8 Year Old Girls", "asin": "B0BX57W4RX", "price": "$19.99", "delivery": "FREE delivery Thu, Mar 27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:28:14.005Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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 girl birthday\"}],\n\"cart_items\": [{\"title\": \"New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9VFQ2P\", \"price\": \"$399.99\", \"quantity\": \"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\", \"price\": \"$10.00\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BFJ1SSY6\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5 Paperback \\u2013 September 16, 2022\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Never Let a Unicorn Wear a Tutu! (Funny Unicorn Picture Book series For Ages 4-8)\", \"asin\": \"1951287568\", \"price\": \"$9.89\", \"quantity\": \"\"},\n{\"title\": \"Unicorn, Mermaid & Princess: Cute, Fun and Magical Coloring Book For Kids Ages 4-8\", \"asin\": \"B0C7F93KZB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)\", \"asin\": \"B0DL8RNWBF\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Never Let a Unicorn Scribble! (Funny Unicorn Picture Book series For Ages 4-8)\", \"asin\": \"1732934673\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"How To Draw Everything: 300 Drawings of Cute Stuff, Animals, Food, Gifts, and other Amazing Things | Book For Kids\", \"asin\": \"B0CNQ5X4Y1\", \"price\": \"$10.90\", \"quantity\": \"\"},\n{\"title\": \"A Collection of Stories for 5 Year Olds\", \"asin\": \"1680528572\", \"price\": \"$6.73\", \"quantity\": \"\"},\n{\"title\": \"What Should Darla Do? Featuring the Power to Choose (The Power to Choose Series)\", \"asin\": \"173309461X\", \"price\": \"$12.09\", \"quantity\": \"\"},\n{\"title\": \"Coloring Book for a 5 Year Old Girl: Birthday Gift, Christmas Stocking, or Easter Basket Stuffer (Easter Basket Stuffer for 5 Year Old Girl)\", \"asin\": \"B0DHQJBNGZ\", \"price\": \"$7.95\", \"quantity\": \"\"},\n{\"title\": \"What Should Darla Do? Featuring the Power to Choose (The Power to Choose Series)\", \"asin\": \"173309461X\", \"price\": \"$12.09\", \"quantity\": \"\"},\n{\"title\": \"How To Draw Everything: 300 Drawings of Cute Stuff, Animals, Food, Gifts, and other Amazing Things | Book For Kids\", \"asin\": \"B0CNQ5X4Y1\", \"price\": \"$10.90\", \"quantity\": \"\"},\n{\"title\": \"A Collection of Stories for 5 Year Olds\", \"asin\": \"1680528572\", \"price\": \"$6.73\", \"quantity\": \"\"},\n{\"title\": \"Never Let a Unicorn Wear a Tutu! (Funny Unicorn Picture Book series For Ages 4-8)\", \"asin\": \"1951287568\", \"price\": \"$9.89\", \"quantity\": \"\"},\n{\"title\": \"Unicorn, Mermaid & Princess: Cute, Fun and Magical Coloring Book For Kids Ages 4-8\", \"asin\": \"B0C7F93KZB\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)\", \"asin\": \"B0DL8RNWBF\", \"price\": \"$8.99\", \"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\": \"2025-03-24T21:29:49.301Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "quantity": "1"}],
"product_details": [{"asin": "B0BFJ1SSY6"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5 Paperback \u2013 September 16, 2022"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Never Let a Unicorn Wear a Tutu! (Funny Unicorn Picture Book series For Ages 4-8)", "asin": "1951287568", "price": "$9.89", "quantity": ""},
{"title": "Unicorn, Mermaid & Princess: Cute, Fun and Magical Coloring Book For Kids Ages 4-8", "asin": "B0C7F93KZB", "price": "$7.99", "quantity": ""},
{"title": "Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)", "asin": "B0DL8RNWBF", "price": "$8.99", "quantity": ""},
{"title": "Never Let a Unicorn Scribble! (Funny Unicorn Picture Book series For Ages 4-8)", "asin": "1732934673", "price": "$11.69", "quantity": ""},
{"title": "How To Draw Everything: 300 Drawings of Cute Stuff, Animals, Food, Gifts, and other Amazing Things | Book For Kids", "asin": "B0CNQ5X4Y1", "price": "$10.90", "quantity": ""},
{"title": "A Collection of Stories for 5 Year Olds", "asin": "1680528572", "price": "$6.73", "quantity": ""},
{"title": "What Should Darla Do? Featuring the Power to Choose (The Power to Choose Series)", "asin": "173309461X", "price": "$12.09", "quantity": ""},
{"title": "Coloring Book for a 5 Year Old Girl: Birthday Gift, Christmas Stocking, or Easter Basket Stuffer (Easter Basket Stuffer for 5 Year Old Girl)", "asin": "B0DHQJBNGZ", "price": "$7.95", "quantity": ""},
{"title": "What Should Darla Do? Featuring the Power to Choose (The Power to Choose Series)", "asin": "173309461X", "price": "$12.09", "quantity": ""},
{"title": "How To Draw Everything: 300 Drawings of Cute Stuff, Animals, Food, Gifts, and other Amazing Things | Book For Kids", "asin": "B0CNQ5X4Y1", "price": "$10.90", "quantity": ""},
{"title": "A Collection of Stories for 5 Year Olds", "asin": "1680528572", "price": "$6.73", "quantity": ""},
{"title": "Never Let a Unicorn Wear a Tutu! (Funny Unicorn Picture Book series For Ages 4-8)", "asin": "1951287568", "price": "$9.89", "quantity": ""},
{"title": "Unicorn, Mermaid & Princess: Cute, Fun and Magical Coloring Book For Kids Ages 4-8", "asin": "B0C7F93KZB", "price": "$7.99", "quantity": ""},
{"title": "Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)", "asin": "B0DL8RNWBF", "price": "$8.99", "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": "2025-03-24T21:29:49.301Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:29:49.301Z
|
purchase
|
B0BFJ1SSY6
|
rule
|
2025-03-24T21:29:49.301Z
|
purchase
|
B0BFJ1SSY6
|
train
| 490 |
2025-03-24T21:29:49.301Z
|
purchase
|
B0BFJ1SSY6
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:16:32.815Z", "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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 girl birthday"}],
"cart_items": [{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "quantity": "1"}],
"product_details": [{"asin": "B0BFJ1SSY6"},
{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5 Paperback \u2013 September 16, 2022"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Never Let a Unicorn Wear a Tutu! (Funny Unicorn Picture Book series For Ages 4-8)", "asin": "1951287568", "price": "$9.89", "quantity": ""},
{"title": "Unicorn, Mermaid & Princess: Cute, Fun and Magical Coloring Book For Kids Ages 4-8", "asin": "B0C7F93KZB", "price": "$7.99", "quantity": ""},
{"title": "Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)", "asin": "B0DL8RNWBF", "price": "$8.99", "quantity": ""},
{"title": "Never Let a Unicorn Scribble! (Funny Unicorn Picture Book series For Ages 4-8)", "asin": "1732934673", "price": "$11.69", "quantity": ""},
{"title": "How To Draw Everything: 300 Drawings of Cute Stuff, Animals, Food, Gifts, and other Amazing Things | Book For Kids", "asin": "B0CNQ5X4Y1", "price": "$10.90", "quantity": ""},
{"title": "A Collection of Stories for 5 Year Olds", "asin": "1680528572", "price": "$6.73", "quantity": ""},
{"title": "What Should Darla Do? Featuring the Power to Choose (The Power to Choose Series)", "asin": "173309461X", "price": "$12.09", "quantity": ""},
{"title": "Coloring Book for a 5 Year Old Girl: Birthday Gift, Christmas Stocking, or Easter Basket Stuffer (Easter Basket Stuffer for 5 Year Old Girl)", "asin": "B0DHQJBNGZ", "price": "$7.95", "quantity": ""},
{"title": "What Should Darla Do? Featuring the Power to Choose (The Power to Choose Series)", "asin": "173309461X", "price": "$12.09", "quantity": ""},
{"title": "How To Draw Everything: 300 Drawings of Cute Stuff, Animals, Food, Gifts, and other Amazing Things | Book For Kids", "asin": "B0CNQ5X4Y1", "price": "$10.90", "quantity": ""},
{"title": "A Collection of Stories for 5 Year Olds", "asin": "1680528572", "price": "$6.73", "quantity": ""},
{"title": "Never Let a Unicorn Wear a Tutu! (Funny Unicorn Picture Book series For Ages 4-8)", "asin": "1951287568", "price": "$9.89", "quantity": ""},
{"title": "Unicorn, Mermaid & Princess: Cute, Fun and Magical Coloring Book For Kids Ages 4-8", "asin": "B0C7F93KZB", "price": "$7.99", "quantity": ""},
{"title": "Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)", "asin": "B0DL8RNWBF", "price": "$8.99", "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": "2025-03-24T21:29:49.301Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|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\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"price\": \"$7.99\", \"quantity\": \"1\"},\n{\"title\": \"New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9VFQ2P\", \"price\": \"$399.99\", \"quantity\": \"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\", \"price\": \"$10.00\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Never Let a Unicorn Scribble! (Funny Unicorn Picture Book series For Ages 4-8)\", \"asin\": \"1732934673\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"Horses and Unicorns: A Magical Horse Coloring Journey\", \"asin\": \"B0DY573JLS\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"ABC Coloring Book: Introducing Miracle Mouse in an Alphabet Adventure for Boys and Girls Ages 3-5: Color Animals, Birds, Fruits, Fish, Whales, ... Mouse Coloring Book Series for Kids Ages 3-5)\", \"asin\": \"B0CYH7PVBL\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"goopow Mini Karaoke Machine Speaker for Kids Adults, Portable Bluetooth Microphone Song Toys with LED Light, Best Chritmas Birthday Festival Gift for 3 4 5 6 7 8+ Year Old Girls Boys (Purple-2MIC)\", \"asin\": \"B0D4TMSXJ8\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"A to Z Animal Adventure: Coloring, Writing, and Discovery\", \"asin\": \"B0CSZCYQB6\", \"price\": \"$18.50\", \"quantity\": \"\"},\n{\"title\": \"Learn To Draw Animals Step-By-Step With Facts For Kids: Coloring And Drawing Book For Boys And Girls \\u2013 Fun And Creative\", \"asin\": \"B0DW4DF388\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)\", \"asin\": \"B083BCTLP5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"My First ABC and numbers coloring book: Coloring book Alphabets and numbers for boys and girls (kids Ages 3-5) Toddlers and Preschool (My First... Coloring Books for Kids)\", \"asin\": \"B0DWNSL28T\", \"price\": \"$7.60\", \"quantity\": \"\"},\n{\"title\": \"Unicorn Coloring Book For Toddlers And Kids Ages 1-7, Cute 50 Coloring Pages: To Unleash Creativity\", \"asin\": \"B0CMXM2LDF\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Philip A. Fisher Collected Works, Foreword by Ken Fisher: Common Stocks and Uncommon Profits, Paths to Wealth through Common Stocks, Conservative Investors ... and Developing an Investment Philosophy\", \"asin\": \"\", \"price\": \"$26.99\", \"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\": \"Beating the Street\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"The Almanack of Naval Ravikant: A Guide to Wealth and Happiness\", \"asin\": \"\", \"price\": \"$2.99\", \"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\": \"The Essays of Warren Buffett: Lessons for Corporate America\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Security Analysis, Seventh Edition: Principles and Techniques\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Little Book That Still Beats the Market (Little Books. Big Profits 29)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)\", \"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\": \"Same as Ever: A Guide to What Never Changes\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Fantastic Beasts: The Secrets of Dumbledore \\u2013 The Complete Screenplay\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Learn to Earn: A Beginner's Guide to the Basics of Investing and\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"2-Year Accident Protection Plan for New Kindle Scribe\", \"asin\": \"\", \"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\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"CoBak Case for Kindle Scribe - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Scribe 10.2\\\" 2022 & 2024 Released with Pen Holder\", \"asin\": \"\", \"price\": \"$20.95\", \"quantity\": \"\"},\n{\"title\": \"Amazon Kindle Scribe Fabric Folio Cover with Magnetic Attach, Sleek Protective Case - Black\", \"asin\": \"\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"All-New, Screen Protector, for Amazon Kindle Scribe (2024 Release)\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Kindle Scribe Pen Replacement Tips\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Fintie Stand Case for Kindle Scribe - Premium PU Leather Foldable Stand Cover Auto Sleep/Wake with Card Slot and Pen Holder for 10.2 Inch Kindle Scribe (2024/2022 Release), Brown\", \"asin\": \"\", \"price\": \"$27.95\", \"quantity\": \"\"},\n{\"title\": \"Fintie Slimshell Case for 10.2\\\" Kindle Scribe (2024/2022 Release) - Slim Lightweight Premium PU Leather Book Folio Cover, Auto Sleep/Wake with Pen Holder, Composition Book\", \"asin\": \"\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"New Amazon Kindle Scribe Premium Pen, Sleek Stylus Design with Improved Eraser - Tungsten\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"HGWALP Slimshell Clear Case for Kindle Scribe 10.2\\\" (2024/2022 Release),Kindle Scribe Case Cover 10.2 inch 2024/2022 with Pen Holder and Auto Sleep/Wake Function-Composition Book\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"All-New Kindle Scribe Case (10.2\\\", 2024/2022 Released), Sanyetral Premium PU Leather Dual Angle Trifold Stand Cover with Pen Holder and Auto Sleep/Wake Function, Not for TCL Remarkable -Dark Blue\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)\", \"asin\": \"\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Birthday Girl: I am 5: Happy Birthday Coloring and Activity Book (Happy Birthday Coloring and Activity Books for Kids)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"I AM 5 AND AMAZING: Coloring book with unicorns and positive affirmations for girls\", \"asin\": \"\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Coloring Book for a 5 Year Old Girl: Birthday Gift, Christmas Stocking, or Easter Basket Stuffer (Easter Basket Stuffer for 5 Year Old Girl)\", \"asin\": \"\", \"price\": \"$7.95\", \"quantity\": \"\"},\n{\"title\": \"Birthday Girl : I Am 5 Years Old Now. Activity and Coloring Book: Birthday Activity Book for Kids (Birthday Activity Books)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Fancy Nancy and the Quest for the Unicorn: Includes Over 30 Stickers!\", \"asin\": \"\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"My Activity Book of Pretty Pink Fun for Girls 4-8: Ballerinas, Fairies, Princesses, and More! (Coloring Pages, Mazes, Dot-to-Dots, Puzzles, Stories, and More)\", \"asin\": \"\", \"price\": \"$9.29\", \"quantity\": \"\"},\n{\"title\": \"4 Year Old Girl Birthday Gifts : I Am 4 & Magical | Coloring Book With Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift for Little Girl Age 4\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Hopscotch Girls I Am Confident Brave & Beautiful Inspirational Coloring Books for Kids Ages 4-8 & Up 8-12 Empowering Boost Confidence Color Book\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Happy Birthday, Princess! (Disney Princess) (Step into Reading)\", \"asin\": \"\", \"price\": \"$4.64\", \"quantity\": \"\"},\n{\"title\": \"Kindergarten Activity Book Unicorns: 75 Games to Practice Early Reading, Writing, and Math Skills (School Skills Activity Books)\", \"asin\": \"\", \"price\": \"$5.64\", \"quantity\": \"\"},\n{\"title\": \"Kindergarten, Here I Come!\", \"asin\": \"\", \"price\": \"$6.49\", \"quantity\": \"\"},\n{\"title\": \"Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Little Unicorn's Birthday (Ten Minutes to Bed)\", \"asin\": \"\", \"price\": \"$10.63\", \"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\": \"2025-03-24T21:30:00.541Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification 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"}
<|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": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "quantity": "1"},
{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "quantity": "1"}],
"promotion_items": [{"title": "Never Let a Unicorn Scribble! (Funny Unicorn Picture Book series For Ages 4-8)", "asin": "1732934673", "price": "$11.69", "quantity": ""},
{"title": "Horses and Unicorns: A Magical Horse Coloring Journey", "asin": "B0DY573JLS", "price": "$7.99", "quantity": ""},
{"title": "ABC Coloring Book: Introducing Miracle Mouse in an Alphabet Adventure for Boys and Girls Ages 3-5: Color Animals, Birds, Fruits, Fish, Whales, ... Mouse Coloring Book Series for Kids Ages 3-5)", "asin": "B0CYH7PVBL", "price": "$7.99", "quantity": ""},
{"title": "goopow Mini Karaoke Machine Speaker for Kids Adults, Portable Bluetooth Microphone Song Toys with LED Light, Best Chritmas Birthday Festival Gift for 3 4 5 6 7 8+ Year Old Girls Boys (Purple-2MIC)", "asin": "B0D4TMSXJ8", "price": "$27.99", "quantity": ""},
{"title": "A to Z Animal Adventure: Coloring, Writing, and Discovery", "asin": "B0CSZCYQB6", "price": "$18.50", "quantity": ""},
{"title": "Learn To Draw Animals Step-By-Step With Facts For Kids: Coloring And Drawing Book For Boys And Girls \u2013 Fun And Creative", "asin": "B0DW4DF388", "price": "$11.99", "quantity": ""},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "quantity": ""},
{"title": "My First ABC and numbers coloring book: Coloring book Alphabets and numbers for boys and girls (kids Ages 3-5) Toddlers and Preschool (My First... Coloring Books for Kids)", "asin": "B0DWNSL28T", "price": "$7.60", "quantity": ""},
{"title": "Unicorn Coloring Book For Toddlers And Kids Ages 1-7, Cute 50 Coloring Pages: To Unleash Creativity", "asin": "B0CMXM2LDF", "price": "$8.99", "quantity": ""},
{"title": "Philip A. Fisher Collected Works, Foreword by Ken Fisher: Common Stocks and Uncommon Profits, Paths to Wealth through Common Stocks, Conservative Investors ... and Developing an Investment Philosophy", "asin": "", "price": "$26.99", "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": "Beating the Street", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "The Almanack of Naval Ravikant: A Guide to Wealth and Happiness", "asin": "", "price": "$2.99", "quantity": ""},
{"title": "One Up On Wall Street: How To Use What You Already Know To Make Money In", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "", "price": "", "quantity": ""},
{"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "", "quantity": ""},
{"title": "The Little Book That Still Beats the Market (Little Books. Big Profits 29)", "asin": "", "price": "", "quantity": ""},
{"title": "The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)", "asin": "", "price": "", "quantity": ""},
{"title": "You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market P", "asin": "", "price": "", "quantity": ""},
{"title": "Same as Ever: A Guide to What Never Changes", "asin": "", "price": "", "quantity": ""},
{"title": "Fantastic Beasts: The Secrets of Dumbledore \u2013 The Complete Screenplay", "asin": "", "price": "", "quantity": ""},
{"title": "Learn to Earn: A Beginner's Guide to the Basics of Investing and", "asin": "", "price": "", "quantity": ""},
{"title": "2-Year Accident Protection Plan for New Kindle Scribe", "asin": "", "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": "", "price": "$69.99", "quantity": ""},
{"title": "New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "CoBak Case for Kindle Scribe - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Scribe 10.2\" 2022 & 2024 Released with Pen Holder", "asin": "", "price": "$20.95", "quantity": ""},
{"title": "Amazon Kindle Scribe Fabric Folio Cover with Magnetic Attach, Sleek Protective Case - Black", "asin": "", "price": "$59.99", "quantity": ""},
{"title": "All-New, Screen Protector, for Amazon Kindle Scribe (2024 Release)", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Kindle Scribe Pen Replacement Tips", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Fintie Stand Case for Kindle Scribe - Premium PU Leather Foldable Stand Cover Auto Sleep/Wake with Card Slot and Pen Holder for 10.2 Inch Kindle Scribe (2024/2022 Release), Brown", "asin": "", "price": "$27.95", "quantity": ""},
{"title": "Fintie Slimshell Case for 10.2\" Kindle Scribe (2024/2022 Release) - Slim Lightweight Premium PU Leather Book Folio Cover, Auto Sleep/Wake with Pen Holder, Composition Book", "asin": "", "price": "$23.39", "quantity": ""},
{"title": "New Amazon Kindle Scribe Premium Pen, Sleek Stylus Design with Improved Eraser - Tungsten", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "HGWALP Slimshell Clear Case for Kindle Scribe 10.2\" (2024/2022 Release),Kindle Scribe Case Cover 10.2 inch 2024/2022 with Pen Holder and Auto Sleep/Wake Function-Composition Book", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "All-New Kindle Scribe Case (10.2\", 2024/2022 Released), Sanyetral Premium PU Leather Dual Angle Trifold Stand Cover with Pen Holder and Auto Sleep/Wake Function, Not for TCL Remarkable -Dark Blue", "asin": "", "price": "$18.99", "quantity": ""},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "", "price": "$5.99", "quantity": ""},
{"title": "Birthday Girl: I am 5: Happy Birthday Coloring and Activity Book (Happy Birthday Coloring and Activity Books for Kids)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "I AM 5 AND AMAZING: Coloring book with unicorns and positive affirmations for girls", "asin": "", "price": "$9.97", "quantity": ""},
{"title": "Coloring Book for a 5 Year Old Girl: Birthday Gift, Christmas Stocking, or Easter Basket Stuffer (Easter Basket Stuffer for 5 Year Old Girl)", "asin": "", "price": "$7.95", "quantity": ""},
{"title": "Birthday Girl : I Am 5 Years Old Now. Activity and Coloring Book: Birthday Activity Book for Kids (Birthday Activity Books)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Fancy Nancy and the Quest for the Unicorn: Includes Over 30 Stickers!", "asin": "", "price": "$5.59", "quantity": ""},
{"title": "My Activity Book of Pretty Pink Fun for Girls 4-8: Ballerinas, Fairies, Princesses, and More! (Coloring Pages, Mazes, Dot-to-Dots, Puzzles, Stories, and More)", "asin": "", "price": "$9.29", "quantity": ""},
{"title": "4 Year Old Girl Birthday Gifts : I Am 4 & Magical | Coloring Book With Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift for Little Girl Age 4", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Hopscotch Girls I Am Confident Brave & Beautiful Inspirational Coloring Books for Kids Ages 4-8 & Up 8-12 Empowering Boost Confidence Color Book", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Happy Birthday, Princess! (Disney Princess) (Step into Reading)", "asin": "", "price": "$4.64", "quantity": ""},
{"title": "Kindergarten Activity Book Unicorns: 75 Games to Practice Early Reading, Writing, and Math Skills (School Skills Activity Books)", "asin": "", "price": "$5.64", "quantity": ""},
{"title": "Kindergarten, Here I Come!", "asin": "", "price": "$6.49", "quantity": ""},
{"title": "Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Little Unicorn's Birthday (Ten Minutes to Bed)", "asin": "", "price": "$10.63", "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": "2025-03-24T21:30:00.541Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:30:00.541Z
|
click
|
other
|
rule
|
2025-03-24T21:30:00.541Z
|
click
|
other
|
train
| 491 |
2025-03-24T21:30:00.541Z
|
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"}
<|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": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "quantity": "1"},
{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "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", "price": "$10.00", "quantity": "1"}],
"promotion_items": [{"title": "Never Let a Unicorn Scribble! (Funny Unicorn Picture Book series For Ages 4-8)", "asin": "1732934673", "price": "$11.69", "quantity": ""},
{"title": "Horses and Unicorns: A Magical Horse Coloring Journey", "asin": "B0DY573JLS", "price": "$7.99", "quantity": ""},
{"title": "ABC Coloring Book: Introducing Miracle Mouse in an Alphabet Adventure for Boys and Girls Ages 3-5: Color Animals, Birds, Fruits, Fish, Whales, ... Mouse Coloring Book Series for Kids Ages 3-5)", "asin": "B0CYH7PVBL", "price": "$7.99", "quantity": ""},
{"title": "goopow Mini Karaoke Machine Speaker for Kids Adults, Portable Bluetooth Microphone Song Toys with LED Light, Best Chritmas Birthday Festival Gift for 3 4 5 6 7 8+ Year Old Girls Boys (Purple-2MIC)", "asin": "B0D4TMSXJ8", "price": "$27.99", "quantity": ""},
{"title": "A to Z Animal Adventure: Coloring, Writing, and Discovery", "asin": "B0CSZCYQB6", "price": "$18.50", "quantity": ""},
{"title": "Learn To Draw Animals Step-By-Step With Facts For Kids: Coloring And Drawing Book For Boys And Girls \u2013 Fun And Creative", "asin": "B0DW4DF388", "price": "$11.99", "quantity": ""},
{"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "quantity": ""},
{"title": "My First ABC and numbers coloring book: Coloring book Alphabets and numbers for boys and girls (kids Ages 3-5) Toddlers and Preschool (My First... Coloring Books for Kids)", "asin": "B0DWNSL28T", "price": "$7.60", "quantity": ""},
{"title": "Unicorn Coloring Book For Toddlers And Kids Ages 1-7, Cute 50 Coloring Pages: To Unleash Creativity", "asin": "B0CMXM2LDF", "price": "$8.99", "quantity": ""},
{"title": "Philip A. Fisher Collected Works, Foreword by Ken Fisher: Common Stocks and Uncommon Profits, Paths to Wealth through Common Stocks, Conservative Investors ... and Developing an Investment Philosophy", "asin": "", "price": "$26.99", "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": "Beating the Street", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "The Almanack of Naval Ravikant: A Guide to Wealth and Happiness", "asin": "", "price": "$2.99", "quantity": ""},
{"title": "One Up On Wall Street: How To Use What You Already Know To Make Money In", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "", "price": "", "quantity": ""},
{"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "", "quantity": ""},
{"title": "The Little Book That Still Beats the Market (Little Books. Big Profits 29)", "asin": "", "price": "", "quantity": ""},
{"title": "The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)", "asin": "", "price": "", "quantity": ""},
{"title": "You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market P", "asin": "", "price": "", "quantity": ""},
{"title": "Same as Ever: A Guide to What Never Changes", "asin": "", "price": "", "quantity": ""},
{"title": "Fantastic Beasts: The Secrets of Dumbledore \u2013 The Complete Screenplay", "asin": "", "price": "", "quantity": ""},
{"title": "Learn to Earn: A Beginner's Guide to the Basics of Investing and", "asin": "", "price": "", "quantity": ""},
{"title": "2-Year Accident Protection Plan for New Kindle Scribe", "asin": "", "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": "", "price": "$69.99", "quantity": ""},
{"title": "New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "CoBak Case for Kindle Scribe - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Scribe 10.2\" 2022 & 2024 Released with Pen Holder", "asin": "", "price": "$20.95", "quantity": ""},
{"title": "Amazon Kindle Scribe Fabric Folio Cover with Magnetic Attach, Sleek Protective Case - Black", "asin": "", "price": "$59.99", "quantity": ""},
{"title": "All-New, Screen Protector, for Amazon Kindle Scribe (2024 Release)", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Kindle Scribe Pen Replacement Tips", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Fintie Stand Case for Kindle Scribe - Premium PU Leather Foldable Stand Cover Auto Sleep/Wake with Card Slot and Pen Holder for 10.2 Inch Kindle Scribe (2024/2022 Release), Brown", "asin": "", "price": "$27.95", "quantity": ""},
{"title": "Fintie Slimshell Case for 10.2\" Kindle Scribe (2024/2022 Release) - Slim Lightweight Premium PU Leather Book Folio Cover, Auto Sleep/Wake with Pen Holder, Composition Book", "asin": "", "price": "$23.39", "quantity": ""},
{"title": "New Amazon Kindle Scribe Premium Pen, Sleek Stylus Design with Improved Eraser - Tungsten", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "HGWALP Slimshell Clear Case for Kindle Scribe 10.2\" (2024/2022 Release),Kindle Scribe Case Cover 10.2 inch 2024/2022 with Pen Holder and Auto Sleep/Wake Function-Composition Book", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "All-New Kindle Scribe Case (10.2\", 2024/2022 Released), Sanyetral Premium PU Leather Dual Angle Trifold Stand Cover with Pen Holder and Auto Sleep/Wake Function, Not for TCL Remarkable -Dark Blue", "asin": "", "price": "$18.99", "quantity": ""},
{"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "", "price": "$5.99", "quantity": ""},
{"title": "Birthday Girl: I am 5: Happy Birthday Coloring and Activity Book (Happy Birthday Coloring and Activity Books for Kids)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "I AM 5 AND AMAZING: Coloring book with unicorns and positive affirmations for girls", "asin": "", "price": "$9.97", "quantity": ""},
{"title": "Coloring Book for a 5 Year Old Girl: Birthday Gift, Christmas Stocking, or Easter Basket Stuffer (Easter Basket Stuffer for 5 Year Old Girl)", "asin": "", "price": "$7.95", "quantity": ""},
{"title": "Birthday Girl : I Am 5 Years Old Now. Activity and Coloring Book: Birthday Activity Book for Kids (Birthday Activity Books)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Fancy Nancy and the Quest for the Unicorn: Includes Over 30 Stickers!", "asin": "", "price": "$5.59", "quantity": ""},
{"title": "My Activity Book of Pretty Pink Fun for Girls 4-8: Ballerinas, Fairies, Princesses, and More! (Coloring Pages, Mazes, Dot-to-Dots, Puzzles, Stories, and More)", "asin": "", "price": "$9.29", "quantity": ""},
{"title": "4 Year Old Girl Birthday Gifts : I Am 4 & Magical | Coloring Book With Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift for Little Girl Age 4", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Hopscotch Girls I Am Confident Brave & Beautiful Inspirational Coloring Books for Kids Ages 4-8 & Up 8-12 Empowering Boost Confidence Color Book", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "Happy Birthday, Princess! (Disney Princess) (Step into Reading)", "asin": "", "price": "$4.64", "quantity": ""},
{"title": "Kindergarten Activity Book Unicorns: 75 Games to Practice Early Reading, Writing, and Math Skills (School Skills Activity Books)", "asin": "", "price": "$5.64", "quantity": ""},
{"title": "Kindergarten, Here I Come!", "asin": "", "price": "$6.49", "quantity": ""},
{"title": "Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Little Unicorn's Birthday (Ten Minutes to Bed)", "asin": "", "price": "$10.63", "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": "2025-03-24T21:30:00.541Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"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\"active_items\": [{\"title\": \"Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5\", \"asin\": \"B0BFJ1SSY6\", \"delivery\": \"Two-Day FREE delivery Wed, Mar 26 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9VFQ2P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Mar 25 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Digital Storage Capacity\": \"16 GB\"}, {\"Color\": \"Tungsten\"}, {\"Offer Type\": \"Without Kindle Unlimited\"}]},\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\", \"delivery\": \"One-Day FREE delivery Tomorrow, Mar 25 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:30:07.480Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:30:00.541Z", "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": ""}],
"active_items": [{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "delivery": "Two-Day FREE delivery Wed, Mar 26 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "delivery": "One-Day FREE delivery Tomorrow, Mar 25 FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "16 GB"}, {"Color": "Tungsten"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "delivery": "One-Day FREE delivery Tomorrow, Mar 25 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "244 sheet (Pack of 9)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:30:07.480Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:30:07.480Z
|
click
|
quantity
|
rule
|
2025-03-24T21:30:07.480Z
|
click
|
quantity
|
train
| 492 |
2025-03-24T21:30:07.480Z
|
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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-24T21:30:00.541Z", "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": ""}],
"active_items": [{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "delivery": "Two-Day FREE delivery Wed, Mar 26 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "delivery": "One-Day FREE delivery Tomorrow, Mar 25 FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "16 GB"}, {"Color": "Tungsten"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "delivery": "One-Day FREE delivery Tomorrow, Mar 25 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "244 sheet (Pack of 9)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:30:07.480Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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 (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9VFQ2P\", \"delivery\": \"One-Day FREE delivery Tomorrow, Mar 25 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Digital Storage Capacity\": \"16 GB\"}, {\"Color\": \"Tungsten\"}, {\"Offer Type\": \"Without Kindle Unlimited\"}]},\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\", \"delivery\": \"One-Day FREE delivery Tomorrow, Mar 25 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:30:10.155Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "delivery": "One-Day FREE delivery Tomorrow, Mar 25 FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "16 GB"}, {"Color": "Tungsten"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "delivery": "One-Day FREE delivery Tomorrow, Mar 25 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "244 sheet (Pack of 9)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:30:10.155Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-24T21:30:10.155Z
|
click
|
quantity
|
rule
|
2025-03-24T21:30:10.155Z
|
click
|
quantity
|
train
| 493 |
2025-03-24T21:30:10.155Z
|
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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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 (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "delivery": "One-Day FREE delivery Tomorrow, Mar 25 FREE Returns", "quantity": "1", "selected": true, "options": [{"Digital Storage Capacity": "16 GB"}, {"Color": "Tungsten"}, {"Offer Type": "Without Kindle Unlimited"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "delivery": "One-Day FREE delivery Tomorrow, Mar 25 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "244 sheet (Pack of 9)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:30:10.155Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"delivery\": \"One-Day FREE delivery Tomorrow, Mar 25 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-24T21:30:11.555Z\", // 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": "2025-03-24T21:16:32.815Z", "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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "delivery": "One-Day FREE delivery Tomorrow, Mar 25 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "244 sheet (Pack of 9)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:30:11.555Z", // 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>
|
2025-03-24T21:30:11.555Z
|
click
|
quantity
|
rule
|
2025-03-24T21:30:11.555Z
|
click
|
quantity
|
train
| 494 |
2025-03-24T21:30:11.555Z
|
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"}
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "delivery": "One-Day FREE delivery Tomorrow, Mar 25 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "244 sheet (Pack of 9)"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-24T21:30:11.555Z", // 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\": \"2025-03-24T21:16:32.815Z\", \"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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of 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\": \"2025-03-26T00:17:51.677Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-03-26T00:17:51.677Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-26T00:17:51.677Z
|
click
|
nav_bar
|
rule
|
2025-03-26T00:17:51.677Z
|
click
|
nav_bar
|
train
| 495 |
2025-03-26T00:17:51.677Z
|
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|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "2025-03-26T00:17:51.677Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page 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\": \"2025-03-26T00:25:15.820Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string 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": "2025-03-26T00:25:15.820Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-26T00:25:15.820Z
|
input
|
# of Actions Recorded
|
rule
|
2025-03-26T00:25:15.820Z
|
input
|
# of Actions Recorded
|
train
| 496 |
2025-03-26T00:25:15.820Z
|
input
|
# of Actions Recorded
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification 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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string 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": "2025-03-26T00:25:15.820Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page 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\": \"2025-03-26T00:26:32.810Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string 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": "2025-03-26T00:26:32.810Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-26T00:26:32.810Z
|
input
|
Reasons recorded in 7 days:
|
rule
|
2025-03-26T00:26:32.810Z
|
input
|
Reasons recorded in 7 days:
|
train
| 497 |
2025-03-26T00:26:32.810Z
|
input
|
Reasons recorded in 7 days:
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification 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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string 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": "2025-03-26T00:26:32.810Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page 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\": \"2025-03-26T00:26:45.766Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_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: "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string 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": "2025-03-26T00:26:45.766Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-26T00:26:45.766Z
|
input
|
Reasons recorded in 7 days: xxxooo
|
rule
|
2025-03-26T00:26:45.766Z
|
input
|
Reasons recorded in 7 days: xxxooo
|
train
| 498 |
2025-03-26T00:26:45.766Z
|
input
|
Reasons recorded in 7 days: xxxooo
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification 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: "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string 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": "2025-03-26T00:26:45.766Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page 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\": \"2025-03-26T00:26:48.514Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification 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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string 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": "2025-03-26T00:26:48.514Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
2025-03-26T00:26:48.514Z
|
input
|
Reasons recorded in 7 days: xxxooo
|
rule
|
2025-03-26T00:26:48.514Z
|
input
|
Reasons recorded in 7 days: xxxooo
|
train
| 499 |
2025-03-26T00:26:48.514Z
|
input
|
Reasons recorded in 7 days: xxxooo
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification 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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string 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": "2025-03-26T00:26:48.514Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
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